{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linear regression as a statistical estimation problem\n",
    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
    "\n",
    "---\n",
    "\n",
    "This notebook demonstrates linear regression as a statistical estimation problem. We will see how to do the following as part of a linear regression modeling,\n",
    "\n",
    "- Compute statistical properties like standard error, t-statistic, and p-values of the regression coefficients\n",
    "- Compute F-statistic of the overall regression and infer from the F-test\n",
    "- Compute $R^2$ and Adjusted-$R^2$ from first principle/definition\n",
    "- Plot residuals vs. fitted and residuals vs. predictors to check assumptions of linearity and homoscedasticity\n",
    "- Histogram and Q-Q plot of the standardized residuals to check Normality assumption\n",
    "\n",
    "The dataset is taken from UCI ML repository. We chose the slump test dataset.\n",
    "<br>Here is the link: https://archive.ics.uci.edu/ml/datasets/Concrete+Slump+Test\n",
    "\n",
    "We will use a new Python library for these analyses: `MLR`. \n",
    "<br>You can read the documentation of this library here: https://mlr.readthedocs.io/en/latest/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Data/slump_test.csv\",sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('No',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cement</th>\n",
       "      <th>Slag</th>\n",
       "      <th>Fly ash</th>\n",
       "      <th>Water</th>\n",
       "      <th>SP</th>\n",
       "      <th>Coarse Aggr.</th>\n",
       "      <th>Fine Aggr.</th>\n",
       "      <th>SLUMP(cm)</th>\n",
       "      <th>FLOW(cm)</th>\n",
       "      <th>Compressive Strength (28-day)(Mpa)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>273.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>210.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>904.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>34.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>163.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>746.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>41.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>162.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>840.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>41.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>162.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>42.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>154.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>658.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>26.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Cement   Slag  Fly ash  Water    SP  Coarse Aggr.  Fine Aggr.  SLUMP(cm)  \\\n",
       "0   273.0   82.0    105.0  210.0   9.0         904.0       680.0       23.0   \n",
       "1   163.0  149.0    191.0  180.0  12.0         843.0       746.0        0.0   \n",
       "2   162.0  148.0    191.0  179.0  16.0         840.0       743.0        1.0   \n",
       "3   162.0  148.0    190.0  179.0  19.0         838.0       741.0        3.0   \n",
       "4   154.0  112.0    144.0  220.0  10.0         923.0       658.0       20.0   \n",
       "\n",
       "   FLOW(cm)  Compressive Strength (28-day)(Mpa)  \n",
       "0      62.0                               34.99  \n",
       "1      20.0                               41.14  \n",
       "2      20.0                               41.81  \n",
       "3      21.5                               42.08  \n",
       "4      64.0                               26.82  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(103, 10)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import `MyLinearRegression` from MLR and fit\n",
    "\n",
    "To fit data from a Pandas DataFrame, just pass on the list of the names of the columns you want to use as predictors, and the name of the response variable column as a string. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlr.MLR import MyLinearRegression as mlr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = mlr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictors = list(df.columns[:7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Cement', 'Slag', 'Fly ash', 'Water', 'SP', 'Coarse Aggr.', 'Fine Aggr.']\n"
     ]
    }
   ],
   "source": [
    "print(predictors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = 'Compressive Strength (28-day)(Mpa)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "m.fit_dataframe(X=predictors,y=response,dataframe=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print all the coefficients and the intercept"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.06141322, -0.02970752,  0.05052611, -0.23269505,  0.10314991,\n",
       "       -0.05562163, -0.03908287])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139.7814998489339"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.intercept_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R-squared:  0.8968376098140092\n",
      "Adjusted R-squared:  0.8892361705371467\n",
      "MSE:  6.276543610309418\n"
     ]
    }
   ],
   "source": [
    "print (\"R-squared: \",m.r_squared())\n",
    "print (\"Adjusted R-squared: \",m.adj_r_squared())\n",
    "print(\"MSE: \",m.mse())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### All metrics at once!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sse:     646.4840\n",
      "sst:     6266.6636\n",
      "mse:     6.2765\n",
      "r^2:     0.8968\n",
      "adj_r^2: 0.8892\n",
      "AIC:     497.4937\n",
      "BIC:     518.5716\n"
     ]
    }
   ],
   "source": [
    "m.print_metrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute $R^2$ and adjusted-$R^2$ from their definition\n",
    "\n",
    "$R^2$ is a basic metric which tells you about that **how much variance is been explained by the model**. It is calculated by taking the ratio of sum of errors squared (SSR) and total sum of squares (SST).\n",
    "\n",
    "Now, \n",
    "\n",
    "$$ SST = SSR + SSE $$\n",
    "\n",
    "Therefore,\n",
    "\n",
    "$$ R^2 = \\frac{SSR}{SST} = 1 - \\frac{SSE}{SST} $$\n",
    "\n",
    "In a multivariate linear regression, if you keep on adding new variables, the $R^2$ value will always increase irrespective of the variable significance. What adjusted-$R^2$ does is to adjust for these variable additions (penalize the addition of additional variables) from only those variables whose addition in the model which are significant. While doing a multivariate linear regression, we should always look at the adjusted-$R^2$ square.\n",
    "\n",
    "$$ Adj.R^2 = 1 - \\frac{SSE/(n-p-1)}{SST/(n-1)} $$\n",
    "\n",
    "where $n$ = total number of observation/sample, $p$ = number of predictor variables in the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = df.shape[0]\n",
    "p = df.shape[1]-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "r2 = 1-(m.sse()/m.sst())\n",
    "adjr2 = 1 - (m.sse()/m.sst())*((n-1)/(n-p-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R^2 from first principles: 0.8968\n",
      "Adjusted-R^2 from first principles: 0.8892\n"
     ]
    }
   ],
   "source": [
    "print(\"R^2 from first principles:\",round(r2,4))\n",
    "print(\"Adjusted-R^2 from first principles:\",round(adjr2,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### AIC and BIC\n",
    "\n",
    "The [Akaike information criterion (AIC)](https://en.wikipedia.org/wiki/Akaike_information_criterion) is an estimator of the relative quality of statistical models for a given set of data. Given a collection of models for the data, AIC estimates the quality of each model, relative to each of the other models. Thus, AIC provides a means for model selection. AIC was formulated by the statistician Hirotugu Akaike.\n",
    "\n",
    "AIC is founded on **information theory**. When a statistical model is used to represent the process that generated the data, the representation will almost never be exact; so some information will be lost by using the model to represent the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher the quality of that model.\n",
    "\n",
    "BIC stands of **Bayesian information criterion** and follows the same idea as AIC, with only a slight change in the exact formula. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Residuals plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.fitted_vs_residual()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x756 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.fitted_vs_features()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram and Q-Q plot of the standardized residuals\n",
    "\n",
    "From the shape of the histogram, we can judge if the residuals (estimate of original error terms) follow a Normal distribution. Q-Q plot also gives this information. If the Q-Q plot deviates too much from the theoretical 45 degree line, then Normality assumption is violated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.histogram_resid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.qqplot_resid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### F-test of overall significance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(117.98260528684814, 5.444633963386908e-44)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.ftest()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Standard errors, t-statistic, p-values\n",
    "\n",
    "We get all the standard error, t-statistic, and p-values at once. Based on this list, we can say that following predictors do not have statistical significance in the current model,\n",
    "\n",
    "- Slag\n",
    "- SP\n",
    "- Fine Aggr\n",
    "\n",
    "Why? Because their p-values are > 0.05 and therefore we cannot reject the NULL hypothesis that their true (population) values are actually zero. Note, the first row in the methods corresponds to the intercept of the model, so we show the index from 1 while considering the actual predictors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Standard errors: [7.11012816e+01 2.28219635e-02 3.17622461e-02 2.31579095e-02\n",
      " 7.16597987e-02 1.34585819e-01 2.74392419e-02 2.88230698e-02]\n",
      "\n",
      "t-test values: [ 1.96594909  2.6909702  -0.93530928  2.18180809 -3.24721883  0.76642483\n",
      " -2.02708348 -1.35595788]\n",
      "\n",
      "P-values: [0.0522238  0.00841856 0.35200038 0.03159057 0.00161093 0.44532388\n",
      " 0.04545594 0.17832696]\n"
     ]
    }
   ],
   "source": [
    "print(\"Standard errors:\",m.std_err())\n",
    "print()\n",
    "print(\"t-test values:\",m.tvalues())\n",
    "print()\n",
    "print(\"P-values:\",m.pvalues())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictor: Cement, Standard error: 0.02282196349297463, t-statistic: 2.6909701980576357, p-value: 0.008418555802794176\n",
      "\n",
      "Predictor: Slag, Standard error: 0.031762246099570665, t-statistic: -0.935309279098688, p-value: 0.3520003790991938\n",
      "\n",
      "Predictor: Fly ash, Standard error: 0.023157909546225482, t-statistic: 2.181808087730558, p-value: 0.03159056533008341\n",
      "\n",
      "Predictor: Water, Standard error: 0.07165979867888471, t-statistic: -3.247218831145158, p-value: 0.001610934674820013\n",
      "\n",
      "Predictor: SP, Standard error: 0.13458581945999618, t-statistic: 0.7664248331315059, p-value: 0.4453238786890378\n",
      "\n",
      "Predictor: Coarse Aggr., Standard error: 0.027439241862754333, t-statistic: -2.027083481291088, p-value: 0.04545593810359088\n",
      "\n",
      "Predictor: Fine Aggr., Standard error: 0.028823069774286728, t-statistic: -1.35595787664922, p-value: 0.1783269642709736\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(7):\n",
    "    print(f\"Predictor: {df.columns[i]}, Standard error: {m.std_err()[i+1]}, t-statistic: {m.tvalues()[i+1]}, p-value: {m.pvalues()[i+1]}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can print the confidence interval of the regression coefficients directly\n",
    "\n",
    "Note carefully, the 2nd, 5th, and 7th rows have ranges which include zero. That means the 95% confidence interval include zero i.e. we cannot reject the NULL hypothesis that these coefficients are actually zero, and therefore have no impact on the response variable. The first row corresponds to the intercept of the model, so we show the index from 1 while considering the actual predictors.\n",
    "\n",
    "These are the same variables - Slag, SP, and Fine Aggr., which showed p-values > 0.05."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.0161059 ,  0.10672055],\n",
       "       [-0.09276355,  0.03334851],\n",
       "       [ 0.00455185,  0.09650038],\n",
       "       [-0.37495773, -0.09043236],\n",
       "       [-0.16403672,  0.37033655],\n",
       "       [-0.11009542, -0.00114785],\n",
       "       [-0.0963039 ,  0.01813816]])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.conf_int()[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If we change the statistical significance level to 0.01 from 0.05, then two more variables show range including zero"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.00142397,  0.12140248],\n",
       "       [-0.11319699,  0.05378194],\n",
       "       [-0.0103462 ,  0.11139843],\n",
       "       [-0.42105825, -0.04433184],\n",
       "       [-0.2506191 ,  0.45691892],\n",
       "       [-0.12774776,  0.01650449],\n",
       "       [-0.11484649,  0.03668075]])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.conf_int(alpha=0.01)[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now, we can build a model removing those three variables who showed p-val > 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "m2 = mlr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictors = ['Cement', 'Fly ash', 'Water', 'Coarse Aggr.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "m2.fit_dataframe(X=predictors,y=response,dataframe=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metrics of the old (full) model\n",
      "----------------------------------------\n",
      "sse:     646.4840\n",
      "sst:     6266.6636\n",
      "mse:     6.2765\n",
      "r^2:     0.8968\n",
      "adj_r^2: 0.8892\n",
      "AIC:     497.4937\n",
      "BIC:     518.5716\n"
     ]
    }
   ],
   "source": [
    "print(\"Metrics of the old (full) model\\n\"+\"-\"*40)\n",
    "m.print_metrics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metrics of the new (smaller) model\n",
      "----------------------------------------\n",
      "sse:     726.4008\n",
      "sst:     6266.6636\n",
      "mse:     7.0524\n",
      "r^2:     0.8841\n",
      "adj_r^2: 0.8794\n",
      "AIC:     503.4988\n",
      "BIC:     516.6724\n"
     ]
    }
   ],
   "source": [
    "print(\"Metrics of the new (smaller) model\\n\"+\"-\"*40)\n",
    "m2.print_metrics()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can also plot something called Cook's distance plot to see if there is any outliers in the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.cook_distance()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can plot the full pairwise scatterplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This may take a little time. Have patience...\n"
     ]
    },
    {
     "data": {
      "image/png": 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gzeDsQfvxHJhTqpz01tO6acde/HDthSzPGqjljAmjtdGeWLu4opxebR1jHSVgqq+h3dQGpuJyzaP9FcWlVTHF2CSnqnVsFmsnrGybWMe8x+nntFQfKDu+w0EfUqosmAFNjcPp8WxGrT6DVdcTtbjm4WAzkUuoqorP/48P4qv/+mrmbtNdV50NVVXtPjRHK3W3zwuNl9NxBqc5pcopmUwjkUpj2+fOR1qVuP9n/43t/QdxcCSGZIp5oFZqNWPCyrXR9GJn64o+zI4EIRQBvyIQSxjnuHrUUeZaZyh1HhKpNDpbQjk3tre88FbZcWk2pkodD9sP0jgth1gZm6oqcTQax2QyDZ8QCAd9aAsHi7YTVrVNrGPe44RrH1WVGI0lEEukkZYSTQEfZkdObC5Yqg9kZgY047MxeCEG8j/DpT1d+IfLe6AIIJRXN8pl5fWE1dc83CCQyCVUicxAMzCVRL76r69ClTYfmMMV21k1lVLx+uHjWLJ5NxZvfB5LNu/GwJExqCxUS3FXaXOKlVMymcbvBsdxzX0v4RN3/Seuf+hXWH7Babi6r5vr2LmUlTto68XO6kf68ZuDx/CpzS9i4PAYvvzYK4Y5rtZ1lLnWGbSLnWLnIRz04ebLFmDD0/twzX0vYcPT+3DzZQsQDpYXl2ZiyszxsP0gwFys1JsVsamqEu9H43j90HF8avOL+PgdL+Ca+17CwOEx7B+OIuBXLGsnavk5yFmKndNSdUlVJYbG4nh3ZAJDY/GK6piqSuwfjmLg8Biuue8lfPyOF6b6IlnvY7YPxPikUjFgRczWWvZnOGduGz574en4zL/8Ev9Tp26Uy8rrCatxsJnIJZJpVfeuVTLNGY3FFLvb996xqQEZdmBqi7tKm1OsnAbH4/hi3qPta7//a6z6X/O5jp1LWbmDtlHstIUDmaVW1lw03zDH1bKOqqpkrnUIMxftqbTETTv2FizVk0qXdxFkJqbMHA/bDwKcOeBUbWxqg36vHjiG1Xnt+0079uKd4Qn4FWFZO1Grz0HOU+ycVjMQbdZwNIF3hicK2pLsOmu2D8T4pGIx4MQbkXqyP8Oai+Zj3U7julEuK68nrMZlNIhcQlGE7g6hbnl8xC5GO6sKITA4NskOTB0IoR+7QjB2sxXbBXgikdKN1YBP4IOz3fMYGZ1g5dpoRrEzGksCODHwrP07P8fVcuf34WgCg2Nx5loHMHPRPmnwO5NlLtVjJqbMHE8tY5Pcw4kDTtXGpjbod9dVZ+t+tuagD7FEumb7Blj1Och5ip3TSgaiy137NZFKoznoK7lMhpnYZnxSsRiwev+TWsn+DNpEkGzVtGe13F+mWpzZTOQSQZ+CTct6c+5abVrWi6CP1ViP9kiNqqrYuqKv4G5f0CcwMxxw7GMnXuITwD9f89Gcc/DP13wUPvvbQEcpdmfaP32zKVt3exh+RTiiM0GV0dZGO7W9GZ2tla/Xphc7G5f2YssLb2X+Xxt41stx1c6KyH6EcXBsEu9HTzzOqF3AVpNr3fCIpBuYedTSJ/RzTbn52kxMmTkeM6/D+PA+Ox4TLhVX5eTN7Nd6bzSGI8diiCWnbiKPxpK6n21iep19q9oJI06eFUeVKXZOi9Wlcm7qpFIq3huN4Z3hKN4bjSGVdUNyapJE2vB9tPpw6NjUe508M2wY24zPxpOfe9vDAcMYsOtGZLn9jo5IMDMeYZTzq2nPat1OVIozm4lcoj0cwOzWEDZceRaag1ON+OzWENqnZ6vRCXqL8D/2hY/BpwgE/T60hwMYGBzDt3/6BjYu7c08yqJtqsUOjLVCAQUzwv6c2J0R9iMU4I2SbEZ3pqd+Bty7vC+zlEZ3exj3Lu9DV4tz7tqTffJjJ61KfOuZfXjlwGjmxuQdPx4wvEirZlaE3sYt2vsNjcfx2Bc+hp39ByrOtV7YGMYptIv2/LLMPg9Nwakb29rjz9r5bAqWl6/NxJSZ4wGAkF/JaT9C/hPHwvhoDGZjxSpm4sps3tR7rY1LpyaLdLeHseWFtwry46ZlvZgzo6ku/VEnz4qjyhQ7p8XqknZjuNQs4lRKxe+OjGFNVp90y/I+nDmnFX6/go5IEKd1NBe0JfevXDh1DVZGzmZ8Nhaj3NsS8un2A+yY+V5Jv0NRBBZ0teKxL3wMY/EUvnvtufjSY7+uS3tmJyGl9+7+L1y4UO7Zs6fk78275ZmyX3v/7ZdXckjkfnVp0YrF7tBYHM+8ehCf6DkZqpRQhMB/7DuEy8/udtRjIk4wNBbHks27Cxoe7ZGa7J+fM7cNay6aj45IECfNbMJJrU3w+z01CGp77L43GsPVW39RcD62r74Ap7SFdf+mkSSTU2syp1QJvyLQ1RJCIHCik6TF6zV93bjy3G7I6fo/I+zDzLCn677tsVupeuz0bvb9A34FfkUglqjNsRjl2/VX9GD1I/24tKcLf/MnH8a3f/oGlvbNRUckiK7WEE6ZGS6aa1MpFYPjcahS4tP3vWSYzx3KsbFbKjbfj8Zx4P0JvB9NZi7qZkUCmDurGbMi1pd3qeMppz3X+zmVzbWxa4Xs97jGorxjFKO3f+qP4VMEbtqxF50tIdx4yRmYNzuCkE+gKehDW7i8z6eqEkejcUwm0/AJgXAFr+Fyjo3datQi7o1e0+wgmpl+vapKjMYSiCXSSEugKaBgdiSE4WiiZM7W2v9kWkXAp6CrJeS1a7N8nozdShjlyw1XnoXrH/pVzveeWLsYHZFgRTecS9WrYj+vpt+h5em0KqGqEqqcmpQ1O1I4G9nuawmTih4QZzYTuURaVXHGSTNx7f0v5cyMUFVuEJiv1CM12T9/5cAoVj/SDwDYve5ir3dmbGG0uWWKm1simUxjYHC8YHbIgq6WzICzFq93/fRN3PXTNzN/u3vdxZjJsXrHccJMS+1xuhyR2rxXsc0JAeC5fYPYcOVZuG1Jr6kOs6pKjMTiODQax5pH+w3XM+V6z5XRjY0ssUQatz61D2sumo9m+JBIq7j1qX34zrXn1CSGSh1P3CC+4jrtefbPGR/eUypWqqENAEzE03j7aBRtzdatqWkUowGfgtt/9Ds8vmoRAFQ1mGD0hMmcGU2Y1xFx4gAFmaB3Xreu6MPsSBCKolQcL0Z1yewsYjP9ekURUzco89qNUjm71Kxp8jaj+GgO+gq+l0ilK5r5XqqfXurnRscYS6QwNIai768oAl2tTSXLwQnXElZgjSVyibQqC3YuXbdzL1JcmzCHdpew2FpIdqz918gC04+KZutuD8PP9cYxFE1kOtTAVL1e82g/hrJ2JGa8ukuxnd7rrR5r2RrFZ/Ya0YqimFpLTutc7z1wPFMvarG2HRkL+n0YGo9j9SP9uOa+l7D6kX4MjcdtK28B/fZciyDmR6qWlnc+tflFXHTnC1j/5GuW7ulRLEdqdavSdTa1HH9wdAKHj02ic3pprYMjMdy0Yy/eGZ6wpe0ha+j1J1Y/0o/fHDyGJZt3Y+DImOXtupm1X4369T5FlOxvlMrZg+Nx3X7x4Hjcio9HDmcUHxOJdMH3tPW/y539W6qfXurnRsf4+uExy+qlk64lqsErfSKXSKkSnS0hbF3Rh8dXLcLWFX3obAkh3aCDzUaDKKOxBN6Pxgs2U8xeH5SbTdRXZySIe5fnbtJ47/I+dLK8DWeHJLNmhzg9Xrk5Vy6nzLTUBlCWbN6NxRufL9kBrvQ86sXnpmVTmxOWitX89zwajeOGbXtydrHX1jOtR/wzlmuXbyot24BPYPNnzs05ns2fOReB6R0LnZ4fyflGYwkcPjaJu646O9O3vv1Hr+O7155rSVwZbeC6s/9ARa+p1aUjx2J4/fBxLNm8Gx+/Y2qQ/O/+dAHOmdsG4MRswHLbHuZB5yj25JDR4JPe+Su2iW8l57erJYQtOv36b/7bb0v2N0rlbD4N2diM4uO0juaC72nrf5vt52rKeQJa7+fFNuXOr5eV5lOnXEtUi8toELlEk1/BzZctKNi0J9SAjxQVe7QklkjjS4+9gs6WENZf0YO2cGBqM8WsO53cbKK+RiaTePo3B/HgdefBpwikVYkde/6AOR+fj65A484+U1UJnyJ0N7bwZcWik+PVK495WcmOzUr0GM2K0FtTrprzmB+f2hrR37n2nKKxqveej37+YzmzmQ+OxPDKgVHc+ewANlx5FuZ3RhAO+mu2VitjeUqxDfkqUU3ZJtMS3/mPNzPt+Wgsie/8x5v4xl/8EQBn50dyPlWVODQ6ifVPvpazRN2dzw5AEZjKO10tCAcqj6v8GBVCwCeA25b0lv2a2XVp/RU92PD0voInHrX18rXZgOW0PcyDzmLUn9CeHMoffNI7f9s+dz7iKdVwE99Kzq/fr+DMOa3YvvoCpNIqfIrAN//tt3hu32DmuIz6G6VytjZrOv8z82nIxqAXH+3hAP4wMlHQL3k/Zr6fm61UPz3g14/BwHRfKPsYY4kUXj88hjufHcArB0Yzx5FIpavKp065lqhW3WutEKJJCPGyEOJVIcRvhRDfnP7+6UKIXwoh3hRCPC6ECE5/PzT9/7+f/vm8eh8zkRNIIDPQDJx4RK4R5xsUe7QkLWVmgEJ7DPj6h36FeDq3pMw8JkbWmEymsfX/7scn7/4ZPnHXf+KTd/8MW//vfkwmG3uWwnA0gfHJZMEs/E3LehEO5DbPTo1XrzzmZSWnzLQsZ1ZEtecxOz67WpswK1I6VvXe8+2j0an1GfNmMw+Nx9E5valgreKfsTxlOJrAygdexvUP/SrTfq584OWqyqGask2rEs/tG8xZ1uO5fYNIZ21w7tT8SM43HE1gdd4j++t27sWNl5yBo+MJnDSzCd1t1eed7Bg9pS2MORXmsuy6pM1uzaZ9X+tLnNbRXFbbwzzoLMVmUGr/nz34pHf+3hmeKPjeTTv2Ys1F86s6v36/glPawvhAx9SizNpAs6bYLMxiOVtv1vSW5X3oauGGr40iPz5GYkndfslksrLZv6X66X5F6F6b+fMmAnW2hhAO+rHh6X2ZgWbt94N+X1X51CnXEtWyY2ZzHMAnpJTjQogAgJ8LIX4E4H8DuFtK+QMhxBYAnwdw7/R/R6SUHxJCfBrARgDX2HDcRLaKp/QfK0qkGm/AzmgQRVVV+BUFO9ZcgOFoAlteeAuvHBhFd3sYTQHeEbeLTwhc2tOFpX1zMzPTdvYfgK/BxwMSqTS+9sPX8K0lZ+Xcre9sDaG92R2daq885mUlp8y0LGdWRK3Po96aenrvec+uN7F1eR9WP9qfmc08b3YETX4FnTXejZ6xPKUW5VDNa/oV/fbDLxq8ASFLGMXmvNkRzAz70Ra2b5Z8qbyZ/QSIprs9jFPbw3h81SKEg76yj5950Fny+xNpVeJbz+zLXNvkDz7pnb/sZak02k0J7d/Fzq+ZNXGtnIWZP2va71PQVeP2n5wnO+4AoLMllBNfB0di8An9p0NLxV2pfnoskcYdPx7IeaLqjh8P6G6UrA0K589e7ogEcehYrOJ86pRriWrVfbBZSikBjE//b2D6SwL4BIBrp7//MIBbMTXYfOX0vwFgB4DvCCHE9OsQNYx6P1ZUyYL79aLXqbm0pwvD0QRWPXJi9+KNS3vx8Itv4yufXIDZEXcM3nlRJOTD//OJM/DF7/86c27u/cy5iITc9SiQlVRVQgiBf7j8IxiJJnJuhsxyUF0rJej36Q4Eue0xL6sZ7fReS/k5uz0cMOwA5/9NWko8eN15uGfXm5nZGfkd9krbBKPHCOfMCBXk8aHxOE5ua7Klc+2VRxarFfT7sPp/zsOyhR/IWfbITDkYxUg1Zdts0H40N3D7QdYxis1IyIdZNvYbUykVA4NjWJ3Vp83Pm9oTIOt27kVnSwg3XnIGTp8dQdCvYHakspnYzIO1o6oSR6NxTCbT8Alh+mZAdn9CVSVuW9KLb/yFfvuod/4mEumiS3EUO79mlwEoNuBWCW3WdP6xOPW6lKylF3fa0i9aH/XSni4EfEpmgkK5cVesn569UbKmWJ+4oyWIp768GLGEdX0frxB2jNkKIXwA+gF8CMB3AWwC8JKU8kPTP58L4EdSyrOEEK8BuExKeXD6Z28B+JiU8mjea64CsAoAPvCBD/S98847JY9j3i3PlH3s+2+/vOy/IaqHzeUAACAASURBVE+oWWtmNnZTKRX734/iwPuxzAzIubPCmDcrYvndXiev2aaqEqOxBA6NTuY0Lo+vWoRr7nupIKFvX30BTprRZPtx28j22B08PolP3ftiwbn54RcvRNeMplodnmOpqsTA4THc8MiJ+vXP13wU9/3sLXzlkwscUc/MSqVU/O7IWGbncO1xxzPntFqRl2yPXbcwytlndLZgJJbUvTgr1pnPX8fRTJuQ3fEOB31IqRLJlAohBK7e+ovC+r/2QgyPJ0y/Zq0vLlVVYv9wFO8MT2Ta2NM6mjGvI1LJe7o2dpPJNH43OI4vZtXpe5f34cyuFgSKrLFfLEYAGJYtgKLneHBsEp/arNN+rL0QXa1NmffmIIRlXBu72czGhMX13pLjHo0lEI2n8df3F/Zpf/jFC3Mezb60pwvf/Ms/wvvRZMGAS35fwkyZOLn/b4JjY1fv5sGmZb2YM6PJdKxVev701mz+7rXnYGwyhaaAD13TS1Tp9dmGxuJYsnl3QRzqrYmbSqkYHI/XZDayy+PSDMfGrh2M4m7DlWfh+od+hUt7unDjJR/Gmkf7c260NYd8Fd9oy5Yfb5f2dOHrl/fANz2A3B4O4M2h8ZLxmEqpeO9YDINjcQxHE9jZf8D0dZ6LYr7owdgy2Jx5cyHaADwB4P8F8GDeYPO/Syn/WAjxWwB/mjfYfL6UctjodRcuXCj37NlT8v052ExlqEutLha7egNU969YiAUnWZ90yulc1FN24s1uXFqbfIinVPzXu8czsyu1JTR+dtNFmfXEGpTtsfuH96P4+B0vFHz/ZzdfhA/MarxzM3h8El////6rYDbwN688C3Na3XVjxMxAUBVsj123qCRnG/3N46sWFVzIlnr97Nx84Qc7sOai+Xg/msBwNIHu9jAuv+fnBe+/e93FOHlm2PDiud4dbYvfz7Wx+95oDLc+9VpBfrr1L88qmGmWrViMdESChjdDSl2wvTsygcUbny94v93rLsap7c1uuiBzC9fGrqacC3wnxY92LIePTWLurGb8yT/9Z8Hv/Ozmi9Hdlps3JaRuO5yd/8v5nC6+eePI2FVViYMjE7j2X36pO3h21qkzS15bVXv+gBM39ZqCCg4fixfMmtd7rVL518zxZb93pfHk1OtSCzkydu1iFHc//d8fx+hEEifNbMKndSaYWRkPWj1SVRVHo4mc+vLYFz6Gbz2zr6Cf9K0lf5xzEzy/Tmxd0YcFXeYm47go5ovGrq2L30gpRwG8AGARgDYhhLasRzeA96b/fRDAXACY/vlMAO/X90iJ7DccTWQGmoHpReYfqc2mHU5dsy17NscrB0Zx/UO/wvLv/RKptMRINIkNT+/DNfe9hA1P78Pf/ekCXNrT5ZYOsqcp02tqZetuD0Np0DU3U6qKz154ek68fvbC0wEpXRevRptzNPrmj/VWSc42+hsABRv2lHp9LTd3toTwmUWnYeUDL2PZll9gw9P7kEpLXNrTlfO32mOExTYJqvdGVdwYSyP181OJ7YiLxYhR2Q6Ox0uWufYYarbsx1B53iibqkoMDI7h2n/5ZSYHffbC03H3TwZ0Y8JJ8aMdS3PQB5+Abtz7ROHmWUnDPV3SBa9t5nNyw01rDUcTGByL656j5qDP1LVVtecv+3uqKjIDZ6Veq1T+LXV8o7EEBo6MYcnm3Vi88Xks2bwbA0fGoKrlTXZ06nUp1YZR3L01FMWyLb/A4WOTNY8Hrc4oilJQX8biKd1+UjorrvXqxOpH+jEyvXxNKV6J+boPNgshOqdnNEMIEQbwJwBeB/A8gGXTv/ZZAE9O//up6f/H9M//g+s1UyOqZ9Ix27moN6MySEupu5v4LX/2EQRrtKY1mRdQBL577Tl48Lrz8PiqRXjwuvPw3WvPQaBBL2CkBNbt3FsQr2X2vR3BZ3AjodE3f6y3SnJ2OX9T6ndVVcX6K3rwT1efjS899uuc2P7SY7/GLX/2kbJ31K5Fm6eqEkNjcbw7MoGhsXjOBa9XOvbVMspPpXrexWLEqGxTaRWdLSFsXdGHx1ctwtYVfehsCeWUeakd2XneKNtw1gw04ET8Lu2bqxsTdsWPqkoMjk3iD+9H8e7IBN6PxqGqU4PGo7Ekjo4nsGlZb07cb1rWi3Cw/PwMsJ7YSbvhpneOJqbXeDXzGladv3Jeq1T+LfWasUTa1CB5sbYZcO51KVlPVSV8CrB1eV9O3G1c2ostL7wFAEim1cw15dYVfThnblvN4kEvtoM+Rf86zsI+pVdivu4bBAI4GcDD0+s2KwC2SymfFkLsA/ADIcS3ALwC4HvTv/89AI8IIX6PqRnNn7bhmIlsV89F5q3e6MEqemWw+n/OQ9xgVoeiCMxqtveYCWgKKvApCtY/+VomnrYs70NT0Ls3Aoo9hppWpeFNE7cJB33YtKwXN+3Ymzm3RhfEZE4ljzBXkrPL+Ztivzu16VECG57eh7uuOls3tscmU9i++gJIKU1/JqvbvFKPIXMjlymq1M9P+TfDytmQUhtoyS/bgE/BzZctKJo/Su3IzvNG2Ywu8DsiwaI30uoZP0br5Xe2hnBpTxe2vPAWvvGXPQjChw1XnpVZS3rOjCa0hcvLz3Z+TpoS9Puws/8A7rrqbHz1X1/NOedzZjSZuray8vwZvVZalVDV3CfsSuXfkq9p0J5kD7iZWSKkVIy7eOkXypK/XOaGK8/CvNkRHDk+iY0/+h1eOTCKc+a2wa+InGvKcupSubTY7mwJYc1F89EWDsCniJL9pGrrrFPHYspl65rNtcI1m6kGbF9LqcYbcRVwWsOt7eI8EU/j7aNR3LPrTQyNx/GDVYvw5pHxTKOj6W4PY+cXL8ScBtyALo/tsfveaEx3g7Dtqy8ougaoW5XqOHtpw8Qab65ke+zWWzXrhxpt0Fdqcyyzed7od7PXldu6og8bnt5XENuPfeFj6G5vLismrF5LtZx1py14P9fGrpl8Xe6GlEa/3zUjiCu/U92a705ac9cjXBu7gHE9N8pBdsRPsc2v5ndGcO2//BKdLSH8/Z9/BCfPbIIKiaaA/sZX2oaC70cTORuI57fDDVJPHBm7Wtnf/ZMBrLxgHk6eGUbIryAcUtAeNrdMiZVrIquqxOuHj+esQbtxaS8efvFt3Lakt6L1YI2Or6MlWHI9cbNr0xr1QTwS246M3Xorlr+1Nc8fvO483Wt+i/aKKaBd5xw5Ppm5MV7sGGZHQoZrPZcbl04bizFQ9IDsmNlMRBUYiSVxz643sP6Knsxi9PfseqPijkEp2lpFTqC7yP7yPpzc1oSxyRTu2fUmNi7tzTzSog3Ed7Y44/gbXTKtP/M8lfbmur5Ho/rrkGododktIdy/YmHBZp+zXRiviiIwryOC1qaA0ztDrmC07qGZDUG0nF3OhVc5ed7od7NnEm554a2CXLx1RR9OmRkuOybMzqgyq9QjjVa/n1v5BArO4calvTlL45Qbp0Zle+hYTPecJFPm2waeN8qmNxusWA6yI36MclFz0AefIkwfS/aGgnoDH9n1kfXEPlrZ37akt+KyNzp/AMoeaFUUgdmRYM715J3PDuCVA6P4xl9UtqxKseMrNTvT7HIDRn2QavpN5CxGsZCdF41my5fTbyiHogi0NPmx8oETy2bcs+vNgqc671+5ELPCuZshX9rThce+8DH4pp+eq6Teuz2GOdhM5BKJVBrP7RvEc/sGc75facfATXQX2X+0H0+sXYyAT8HQeBx3PjuQ6ThNJNLo4qYmjhHwKbqPEvk9up52qU3zFEVgwUneuejzQmfIKaxYl7HeF17Zjwq+cmAUdz47MDVDr6sF4UB1sW1lbJl5pJGxDCiKgodffDtnIEKb8aapJE71ylZMr/mef05EmZvH8ryRppJB1XrHj1Eu0tbvNXssWq43Wr7I7GAd1Z4VZa/3GkNj+pMbSrX3iqLoPoVUzbIqRp+xVH2sdrkBrkfuHcViIXsmfL2XBMrfhPWVA6O448cDeHzVosxxa0uGZdfH5/YNYt+hsYa+8eHNK30iD/LKQvGVKNaR6GoJYcvyPgyNx7H6kX589V9fRWdriGs1O4h2jrI3etiyvA9dLpzJa4aZTfO42zvpsSLP1/vCK38DoaHxOE6a2YTutrCjYtvsRkeNriMSxFc+uSBnl/WvfHKB7vqv2Srpj2izqPM3AeIGo1QNp7everlo07JenNbRXFY+0nL9aCzZsNcHja7S9r6e7WGp+ljtsTTy9bHXmIkFO/pyejE2NB5H0O/LiWve+CjEmc1ELuGVheIrEfDrz4wN+n3w+xWcOacV21dfgFRahd+noKslVJN1rKkyjXaOmoIKN82jiliR5+u9EVT+TEJtvehDx2KOmrXPx8jNMVNOVvVHzMyiJvIarY79cO2FmEyq8ImpzXbbwoX5qNianVqu11u+qFGuD7yu1Jqtlbb3TmoPqz2WRr4+9hozsVCr2C1W18zGGDdiLcQNAsvEDQIbliMW7k+lVAyOxxtiwE6jtzC/Szd/sIsjYrdRpFIqDh2fBCART0mMTSYxOpG0ctO8RtKQsVvthiB2bJaTfcxpVeJbz+zDc/sGGzlXez52rdi4JpVSsf/9aM7GZnNnhTFvVsTzfRsH83zsOp3ZfJqd6ztbQrjxkjNw+uwImkP6mwk2AE/Frpm23COb4wGork1xyUZqxXgqdu1USSyYrWulXtdL9bEM3CCQyAtUVeLNofGGSmCqKnH4+CTejyaQViU2LeuFIgQmEmnMmdGQHWlyMFWVBQMn3e1NSKUl2poDjFcyJX/dQ1WVGBqLl7X+aD1nLOl1rjcu7cXQWAKvHBjlRj0eZcUapMfjScSTuY+XxpNpHI8nMcvPeKHGoqoSR6NxTMTTePtoFPfsehND43HDfOqk2alkPTP7LzgtBiod9K12kI7rkRNQeRyZrWtmNup2w5N+9cTBZiKXaLTddo0GMO748e/wyoFR/OzmixFLTDRs8ibnGYnFMTQWz+wKry2fAQDj8TTjlcpWquNsdGFXywuv/PeUkAVt07qde7H+ih6sfqS/4derI2PJlIrjk6mCnDm7RrvKl+KB2XGkw+rzWos4Merz3vnsQNF8ykE27zK7/qtTYqDcgb7seiSEqPgal3mbNGbGSvTixcq1lhVFoCMSxGgsgUOjk1j9aH/DTBLUw2fUiFzC64vOa7P33h2ZwNBYHEfHC3dYXrdzL9ZcNB/d7WG8NTiOxRufx5LNuzFwZAyq6r0lgci58uM1lVIRi6uZpV6AqZi9acdenDSzifFKFTHqOA9HE5kLuyWbd9cttvTecyKu3za1hQMAptarC/iVnPrC+CcASKpSN2cmbYgPO+oT1Z7V57VWcaKX67U+b34+zV7/M78vwnj1DqON7wIOXWKoWH8lX349em80VtE1LvM2ZSs1VpJKqXj98PGCeNH2hspW6VrLWky+euBYZqBZOw6j+uBlzsxWRFTAy7vt6nUWYkn9BqMjEsSmZb24Z9ebme81YvIm++jF63vHYphMqboxqwjBeKWKFOs4l3NhZxW993z7aFS3bRqNJTMzOcYnU7wYpAKqKnXj247YsKM+Ue1ZfV5rFSdGub4tHCjIp9qmVBxo8zZtUzKtfdWe/BifTDnyHJczKSq/Hg1HExVd4zJvU7ZiYyWqKvHesVjmCRHgRLz4FVFQ1yrdZFKLyeagz9OTBM3iYDORS+h1Oryy265eZ0GVUrfBOHlmE+748QBeOTCa+X4jJm+yj168Do7FcfhYTDdmh8bijFeqSLGOsx1Pu+i95z273sTW5X05bdPWFX34aPdMPLF2MebMCGHlAy/zYpAK+BShG98+Gx4x9frTY43K6vNaqzgxyvUTiXROPs1+BJsDbd6mKAJzZoSw4cqz8PiqRVh/RQ/u+PEAVj7wsiPPcTmTovLr0ZYX3sLGpb1lX+Myb1O2YmMlw9EEBsfiuvESS6Qzay3vXndxQa4thxaT2g3CbF6ZJFgOrtlM5BJO2wTCSnqdhcPHJrFpWW/mEVvtjn7Ap2BoPJ7zu42YvMk+evE6HE1gZ/8B3HXV2fjqv76aidmtK/rw7Z++kfO7jFcyS+s456+BqHWcu9vDObFY69jSLiaz33NoPI6T25oM26Z3RyZ4MUi6/IrA3Vefja9sP5Ez7776bPht6NfoxTZztftZfV5rFSd6uX7r8j6c3NaEtrB+X58Dbd4XS6Rx/UO/Kvi+E89xsf5Kvvx69MqBUTz84tvYvvoCSClNX+Myb1O2YmMl2hOBRvFi1drnWkxqN1DW7dxbsj54GQebiVzEKZtAWC2/s3DO3DYIIdDd3oSHrj8fY5NJjE4kMWdGE2Y1m+/MENWCXrzODAfwtT//CI6OJXD7p/4YTQEfulpDOHlGE77yyQXYd2iM8UplK9ZxLufCrhSzG+wYvafRYAjAi0E3qteGSwG/gqBfwYYrz0Jz0IeJRBpBv2LLmqRW1idyDqvPq5nXq6T+VDKhhLnV+9x0jsuJ4Y5IENs+dz7eGZ7I5P7TOppx0oymstoa5m3KZzRWEvT7sLP/QMEA8NYVfeiIBC3r92TH5J3PDmDDlWfh9NkRNId8mB0JeWKSYDmElM5b86daCxculHv27Cn5e/Nueabs195/++WVHBK5X10yg9nY9ZrsHYw7W0K4+bIFOTOa82d3cOfhsjB2LcZ4rRvGbglWxFY1O8ibec9yX98jXBu79TxfqiqxfzhaMOAwryNiS2wwVwNwcewasfq8Fnu9etefBsytxXgydr14jq38XB7J256LXafRYu7unwxgad9cdESC6GoN4ZSZYSiKsLSeeSQmzSr6wTjYXCYONjcsNgI1lp2Yr7nvpYK7+E+sXezJWd11wNitAcZrXTB262BoLI4lm3fXNIYbrOMNuDh26xEP2RowNpzOtbHrBKw/tvJk7HrxHNe7nriAJ2PXaYzqEuOxKkVjl8toEJFt9JL+oWMxrkFHjpUfs35FMF7J1cyu+1nNBa9Xl4DyIq4DS1S5SuoPcysV4/RzXEn8sp2hejETn4zH2uFgMxHZwugRqjkzQuhuD6OzJYQ1F81HWziAiUQa4aDz1iejxqIXs1tX9OHSni48t28w83tOXU+vVrw466be7CxDM2tCevVRXipUzRqhXGKFGl259ceOOsA2u368XtaVxq+b1qIm9zIbn26JRzfmk/rvwEFEBGA4msgkf2DqDuIN2/YgpUps+9z5uPmyBdjw9D5cc99LWP/kazhyPA5V9d6yP+QeejG7+pF+fP3yHnS3hwGg4TYn0TpySzbvxuKNz2PJ5t0YODLGuloGu8tQ28ykWAwb5evhaKIux0j1YyYe9FQSx4wr8ppy60+964Dd7U0jaYSyrjR+K21niMphNj7dEI9uzSec2UxEtjB6ZCWZUtHS5MfKB/YWNA5cO4nsZBSzPkWUtYO8lxh15FhXzbO7DM3sIM9HDBuHmXjQU0kcM67Ia8qtP/WuA3a3N42kEcq60vittJ0hKofZ+HRDPLo1n3CwmYhsUeyRFV6AkhMVi1knN/S1xLpaPSeUYak1Id3yiCFZo5I1QiuJY8YVeVE59afedcAJ7U2jaISyriZ+nb4WNblfOfHp9Hh0az6peBkNIcSZQoh1Qoh7hBDfnv73R6w8OCLyrvZwAFtX9Ok+sqI1Dtl4AUp2UlUJnwJsXa4fs42KdbV6dpahqkoMjcXx7sgEhsaMlypywyOGZC+jOBZCGMYX44q8yqm5lW12/TRCWduVw83WL2pMWnyoqmo41uA2bs0nFc1sFkKsA/DXAH4A4OXpb3cD+D9CiB9IKW8v8rdzAWwDcBIAFcB9UspvCyFuBXADgKHpX/17KeW/T//N1wB8HkAawI1SymcrOW4icgZVlXhzaBzf/ukbWH9FDzoiQXS1hnDKzDAURWQ6L/kL+ruxcSD3y95gorMlhA1XnoXTZ0fQHPJhdiTkqMes6o11tXp2lWE5G/u44RFDspdeHG9Z3odbn3oNz+0b1I0vxhV5kZNzK9vs+mmEsrYjh3NjWSomPz4u7enCY1/4GHyKcHUfw635REhZ/p0gIcQbAP5ISpnM+34QwG+llGcU+duTAZwspfy1EKIVQD+AvwJwNYBxKeWdeb/fA+D/ADgfwCkAfgrgw1JKwznjCxculHv27Cn5Oebd8kzJ38m3//bLy/4b8oS6ZCWzset2Q2NxLNm8u+Cxlux1h8zsuJpKqRgcjyOZVhHwKehqCcHv576neRi7VTITr40smUxjcDyOlCrhVwS6WkIIBCy50+7q2FVVidFYArFEGmkp0RQwvjlhxw7TjOuacnXsVkpVJY6OxzGZTENRBFQp8Z1dv8f2/oMAGF8u0ZCxayWn59b89qY9HMBILIlEKg0hBHwCUBTFjYMyjohdrXxVVYUQAsm0irQEmgJKw09QsILT61eFHBG7XuDF+NCuJ5IpFUlVQi1xTVFnRQ+g0jWbVUwN/L6T9/2Tp39mSEp5CMCh6X+PCSFeB3BqkT+5EsAPpJRxAG8LIX6PqYHnX1R47ERkMzPrDpVaOymVUvG7I2NY82h/ziyqM+e0csCZLOXWdbLqIZVSMTA4znqYR1Ul9g9HceT4JG7asdfU7LZ6d4IZ12Q1VZUYHIvn5IPNnzkXALC9/yDjixqC03NrdnujN0t049JePPzi2/jKJxdwtmiZtPK8+ycD+OyFp2Pdztz2f3bEnYNdTuL0+kX28lp8FLuecEM+qfRK8G8B7BJC/EgIcd/0148B7ALwN2ZfRAgxD8A5AH45/a0vCyH2CiEeEEK0T3/vVAAHsv7sIHQGp4UQq4QQe4QQe4aGhvJ/TORYjRi7Vqw7NDh+4oIWmGpI1jzaj8HxuKXHSsYaJXbduk5WPbi1HtY6doejCbwzPJHpGAIndo4ejiYsf79KMK7dycl5Vy8frP3+r3HDxz8IgPHV6Jwcu1ZyU24djiYyA83AVJ1dt3MvlvbNdVR7ZTezsauV59K+uZmBZsB57b+bual+OUGj5F2N1+LDDdcTxVQ02Cyl/DGADwP4JoBnATwH4FYAC6Z/VpIQogXATgB/K6U8DuBeAPMBfBRTM5/v0n5V7xB0juk+KeVCKeXCzs7O8j4QkY0aMXat2FAimVZ171ym0kUfriALNUrschMrY26th7WO3UQqjeagz9GzKxjX7uTkvGuUD3yKYHyRo2PXSm7KrUazANvCAUe1V3YzG7taeWrll43laQ031S8naJS8q/FafLjheqKYSpfRgJRSBfBSJX8rhAhgaqD5+1LKH06/3pGsn98P4Onp/z0IYG7Wn3cDeK+S9yUiZ7BiQ4mAT0F3e7hgTSa/r3Ef3afa4CZWxlgP9QX9Pkwk0rpl45TZFYxrsppRPgj5FTyxdjHjixqCm3KrNgswv86OxpKOaq/cQitPrfyc2v67mZvqF9Wf1+LDDdcTxdT9alAIIQB8D8DrUsp/yvr+yVm/tgTAa9P/fgrAp4UQISHE6QDOAPByvY6XiGpDWzPu1PZmdLaWv8B9V0sIW5b35dy53LK8D10tzl+/iNyn2nj1KtZDfR2RIE7raMamZb2Onl3BuCYrGeWDOa1NjC9qKG7JrXqzADcu7cXO/gOOa6/cQCvPnf0HsHGps9t/N3NL/SJ7eCk+3HI9YaTimc1VWAxgBYD/EkL8Zvp7fw/gr4UQH8XUEhn7AawGACnlb4UQ2wHsA5AC8CUppfPnjBNRTfn9Cs6c04rtqy9AKq3C71PQ1RJq6E3JiOqN9VCfogjM64igrTmAx1ct4k701BCYD4jcJX8WoBACPgHctqTX1bMB7aKV521LeqGqKravvgBSStfPriQie7j9eqLug81Syp9Dfx3mfy/yN7cBuK1mB0VEruT3KzilLVz6F4moZlgP9SmKwKxICIjYfSRE9cN8QOQu2ixAsgbLk4is5ObrCU41ICIiIiIiIiIiIqKqcbCZiIiIiIiIiIiIiKpmx5rN1GDm3fJM2X+z//bLa3AkREREREREREREVCuc2UxEREREREREREREVeNgMxERERERERERERFVjYPNRERERERERERERFQ1DjYTERERERERERERUdU42ExEREREREREREREVeNgMxERERERERERERFVjYPNRERERERERERERFQ1v90HQERUK6oqMRxNIJFKI+j3oSMShKIIuw+LyFNYz7yL55bMYqwQ1Qbrlrvx/BG5F+tvdTjYTESepKoSA0fGcMO2PTg4EkN3exj3r1yIBXNa2UgQWYT1zLt4bsksxgpRbbBuuRvPH5F7sf5Wj8toEJEnDUcTmcYBAA6OxHDDtj0YjiZsPjIi72A98y6eWzKLsUJUG6xb7sbzR+RerL/V42AzEXlSIpXONA6agyMxJFJpm46IyHtYz7yL55bMYqwQ1Qbrlrvx/BG5F+tv9TjYTESeFPT70N0ezvled3sYQb/PpiMi8h7WM+/iuSWzGCtEtcG65W48f0TuxfpbPQ42E5EndUSCuH/lwkwjoa2z1BEJ2nxkRN7BeuZdPLdkFmOFqDZYt9yN54/IvVh/q8cNAonIkxRFYMGcVjyxdjF3kCWqEdYz7+K5JbMYK0S1wbrlbjx/RO7F+ls9DjZTWebd8ozdh0BkmqIIdLaG7D4MIk9jPfMunlsyi7FCVBusW+7G80fkXqy/1eEyGkRERERERERERERUtboPNgsh5gohnhdCvC6E+K0Q4m+mvz9LCPETIcSb0/9tn/6+EELcI4T4vRBirxDi3HofMxEREREREREREREVZ8fM5hSAr0opPwJgEYAvCSF6ANwCYJeU8gwAu6b/HwD+DMAZ01+rANxb/0MmIiIiIiIiIiIiomLqPtgspTwkpfz19L/HALwO4FQAVwJ4ePrXHgbwV9P/vhLANjnlJQBtQoiT63zYRERERERERERERFSErWs2CyHmATgHwC8BzJFSHgKmBqQBdE3/2qkADmT92cHp7+W/1iohxB4hOjn1ogAAIABJREFUxJ6hoaFaHjaRpRi75FaMXXIrxi65FWOX3IqxS27F2CW3YuySnWwbbBZCtADYCeBvpZTHi/2qzvdkwTekvE9KuVBKubCzs9OqwySquXJiV1UlhsbieHdkAkNjcahqQVUgqhvmXQLcmZcYu6RxW/x6KXbdVvZUHSfHLmORinFy7Hod62Z1GLuVYdxZw2/HmwohApgaaP6+lPKH098+IoQ4WUp5aHqZjMHp7x8EMDfrz7sBvFe/oyVyBlWVGDgyhhu27cHBkRi628O4f+VCLJjTCkXRuydDRFRbzEvkZoxf+7DsySkYi0TOxLpJdmDcWafuM5uFEALA9wC8LqX8p6wfPQXgs9P//iyAJ7O+v1JMWQTgmLbcBlEjGY4mMkkPAA6OxHDDtj0YjiZsPjIialTMS+RmjF/7sOzJKRiLRM7Eukl2YNxZx46ZzYsBrADwX0KI30x/7+8B3A5guxDi8wD+AOCq6Z/9O4A/B/B7ABMArq/v4RI5QyKVziQ9zcGRGBKptE1HRESNjnmJ3Izxax+WPTkFY5HImVg3yQ6MO+vUfbBZSvlz6K/DDACX6Py+BPClmh4UkQsE/T50t4dzkl93exhBv8/GoyKiRsa8RG7G+LUPy56cgrFI5Eysm2QHxp11bNsgkIjK0xEJ4v6VC9HdHgaAzPpBHZGgzUdGADcSoMbUEQli2+fOx4PXnYfHVy3Cg9edh22fO595ySLMK7XFdtVa5cQry56cwouxyLbDPix763ixbpLzmYk71nNzbNkgkIjKpygCC+a04om1i5FIpRH0+9ARCXKhegfgRgLUyOIpFeuffC0n9ql6zCu1x3bVOuXGK8uenMJrsci2wz4se2t5rW6SO5SKO9Zz8zizmchFFEWgszWEU9ub0dkaYkJzCG4kQI2KsV87LNv6YLtqjUrilWVPTuGlWGTbYR+WvfW8VDfJPYrFHeu5eRxsJiKqEjcSoEbF2K8dli25CeOVyBlYF+3DsifyPtZz8zjYTERUJW0jgWzcSIAaAWO/dli25CaMVyJnYF20D8ueyPtYz83jYDMRUZW4gQU1KsZ+7bBsyU0Yr0TOwLpoH5Y9kfexnpvHDQKJiKrEDSyoUTH2a4dlS27CeCVyBtZF+7DsibyP9dw8DjaXad4tz5T9N/tvv7wGR0JETqJtJABM7VI7HE0gkUpDCAGfABRFYUNEnqOqEqOxqVhPSwkJafch2SaVUjE4HkcyrSLgU9DVEoLfX90DZNl5hcjJ8uO/PRxge0dkk3LbDlWVOBqNYzKZhk8IhIM+tIXZZ62Eogh0RIIYjSUQS6RxcHQCTQEfZke4uR2RV7Cem8PBZiIiC6mqxMCRscwutd3tYWxc2ouHX3wbX/nkAiyY08pGiDxBVSX2D0dx5PgkbtqxNxPv969c2HBxnkqp+N2RMax5tD9TDluW9+HMOa1VDzgTOR3jn8i99Pqtm5b1Ys6MJszriDRUW24F9o2IvI/13Bz2AImILDQcTWQ67MDU7rTrdu7F0r65uGHbHgxHEzYfIZE1hqMJvDM8kelkAVPx3ohxPjgezwy0AVPlsObRfgyOx20+MqLaY/wTuZdev/WmHXvxzvBEw7XlVmDfiMj7WM/N4WAzEZGFEql0ptHRHByJoS0cwMGRGBKptE1HRmStRCqN5qBPN94bLc6TaVW3HFJp1aYjIqofxj+Rexn1W5uDvoZry63AvhGR97Gem8NlNBpcJWtQk32y1wLmYvT1l1/+7eEARmLJnPMR9PvQ3R7OaXy628MYjSXR3R5G0O+z8RPYh7HrPUG/DxOJtG6868W5l2Mg4FN0y8Hvs/6evrZOdiwxtU52PdaI8/K5o8ppceFXRN3iv1JmYphxTvXklJg06rdOJNI16bN6vZ4V6xsJIfDuyISjPrfbz4fbj9/J3Fi2tTzm/D2ZyrkGalQcbCZyCb011bguUP3olf+W5X24Z9cbeG7fYOZ8nNHZgvtXLtRds/n+lQvREQna/VHqjrFrr1p1vNrDAcydNbW2Y856ZSsK49zrMdDVEsKW5X0Fa9Z2tVS/uV/2+QsHfRidSNZ1jTivnzuqTHZcXPjBDmz+zLlY+/1fWx7/VjATw4xzqhW9NhiAY2KyIxIs6LdqazZb3WdthHrWEQnitI7mgr7RluV9uPWp13KuGez+3GZzo1MHHBshnuzixrKt5THnv/alPV246bIzC6+BGvRa34iQ0ns7xy9cuFDu2bOn5O/Va1bv/tsvr8v7VMKpM5sdWGZ1yarFYndoLI4lm3cX3D17Yu3isnacpsoYlf/6K3qw+pH+zP//cO2FmB0J5dz59AlAURS7OmiM3QaWSqk4dHwS8ZQKnwCOjifQ0RK0ZNOfobE4/uGJvbh+8ek4aUYT0lLi6HgCH57TglmRUMHvVhADtsduOVIpFYPjcaTSKvw+BV0toao3R0sm0zgyHkcipSKtSkTjKYxMJLH+ydfqVp9YfyviqtitRH5cXN3XjVX/az4CPoGARfFvlcGxSXxq84sFMfzDtReiq7UJQP3jvF4DOBW8j+djt15UVeLoeByxZBqqlDh8bBIP7p7aLLqjJagbk9nxVs+YVFWJo9E4JpNTfYVw0Ie2sPUxWePP5JjYzX0CCQgoAt+YHmjWOKEdLXY+OiJBw/h1yoCjh/onjoldjRvLtpbHrPfal/Z0Yf0VPQAEpJTwKQJNQQXt4do+begwRT8oZzYTuUQilUZnSwjrr+hBWziA0VgSW154i+sC1YnRmnbzOyM4Z24bXjkwioMjMUwmVSiKcGxDbAejsmPs1lYqpeLdYzEMjcUxHE1gZ/8BXL/4dIxNJjEaSxQMCJcrkUrjuX2DORdPALB73cVQw7kDHI0QA36/glPawgCsGUhKpVT8bnAcX8yaLf3I589HPKW/Pm6tytLo3MWSacc9DlwuJ8/Ycrr8uNjefxDb+w9i97qLM/WgHNWci1J/O5nU7z9NJk+sKV3PHFWvGWNunJlmF6tyQfbrpFWJbz2zLzOTddOyXqy9+EO4+ycD+PoVPSXjrZ4xqSgic+Ollsr5TG7Oz4oipvpYkan/f3dkoqCvVOm5NFsuZn6v2PnIzx3Z8Xvbkl5HXOeUiic3x5Dd3NhvL9ZfVVWZc+6Nnjgxihe9135u3yC+9ucfweFjsbo9beg2HGwmcommoIK///Mz8ZXtr2aS2d1Xn42moDNmDjmZFZ0NozXtDrwfw9/96QLc+ewAhsbj8NW4XXFjxyno9+HSni4s7ZubudDf2X+Aa1rpsPKCd//7URx4f2qTn6BPwdqLP4TNz/8ef33+aZjdks5cBFXKqE6kVYn/PjqO6x78VSZXPfaFjzXMumblDPCoqsRILI5YQoUiACkBCSDk90FKmRloBqY6zPuPTgBAXcvS6Dy/NTiO6x/6leseu9VwIK46Ab/+OuWVxGE150JVJfYPR/HO8ASag1NrpZ7W0Zzz9EbIp+DrV3wEf/OD32Re/9uf/ihCWQ22UZxX+nmKxf9wNJH5rMCJHeytnjFWr/dxu2pzQbEB5o1LezE0lsArB0Zx04692HDlWVjaNxc+ob/OeXa8WRmTZlSat8v5O73PdGlPV2Yt43DQh5QqIVWJo9EEVj/S74n8XO251MpYVdWS5aLNqj40OonVj+b+3hmdLTl7zRjlcSFEQe7Ijt9qBxyturkoitQjtvHVyY7Zc+a2Yc1F89ERCUIIUTBw6xRG8fzW4DjGYkmc2j71FGYqJTE0nshZ+u7+lQsR8itY+cDLuvFifM2DzEAzwHY2H0epiFwikZSZgWZgKpl9ZfurSCS9txSOlbTOxpLNu7F44/NYsnk3Bo6MQVXLKzdtTbvu9qkZW9pFxD273sS6nXtx4yVnYMvyPoSDtRs8s+qz1Ft7OIAbL/kwNjy9D9fc9xI2PL0PN17yYbSHA3YfmqNYeX5HYwkMjcWx/snXcM19L2H9k68hlkjj+sWnoznoQ9qCkOmIBLF1RV9BnfjWM/tw4P1YTq761jP7Cn7Xq+uaGQ3wDEcTOb+nDZK9cXgc//hvv8XbRydwzX0v4X9Mn/vBsTg6W0I4Z24btq7ow+OrFiHgE5jfFcGmZb11K0u93Ldp2VTu0/t8bslTZs8TFVJVifHJlGVxWM25GI0lcOT4ZE6uO3J8EqOxE38rgcxAs/b6f/OD3yA7IvXivJLPYyb+6zVjzI0z0+xQTfzln+9r/+WX+OyFp+OcuW04OBLDup17seai+ZnXbQ5ODayFg76S8WZVTJpRad4u9+86IkFs+9z5ePC68/D4qkX4wapFuPmyM3H11l/gy4+9goHDY/jU5hfxm4PHMgOqgPvzczXnMruMjcrlaDSOobE43h2ZwMGRCbxxZDwz0Jz9e+8di+Wcq/HJlO5x+QR0c4cWv9Xc8Kimj5D/t7c+9Rq2LNfvW7KNr44Ws5f2dOHv/nQBNjy9D8u2/AJXb/2FI/t0Rv2Su646G/fsehOrH+1HNJ7GG4fHse/QWGagGTgRG+8MTxjGi14dvvcz5yKWSLGdLYIzm4lcIpE2eHQ6rRr8RWPLvvOd39m4+ycDuPUvz4KU0tQdde21ZjUH8INVi/DuSAyjsSTufHYArxwYBQB8YFYzIqGpNe5qxa2zlEZiyYJGfc2j/Y4/7npSVYnDxyerPr9arMZT6YI77Tft2ItHPn8+9h+dQFOg+nvNiiIwOxLE7Z/6Y5w0swk+IXD4+CSGxhJozrvp8ty+QWy48iw8sXaxo2e7WsHsAM9wNIF3hiew/snXsP6KHqzbubegjtx51dloCigYiSYBAMm0RCKl4syTW/D4qkVIS6ApoGB2pHbrwymKwII5rZlzBwBffuyVTO7L/3y1yFO1mCnNgbjyaechlkzhneEJ/Oi/DmWWpphIpDFnRmVxWM2j0LGEfq57fNWizNMbxkvPnOg/5cd5pXFmJv7rNWO13jNj3apY/FUyS33dzr2Z/TwOjsTQNn1jvbs9jIlEGvM7I2gLB9EWDhaNt2pjspy8aRS3T315MdIqLJ2lH0+pmX0HtJuXnS0hrLlofqYut4UDnsrPiiJwRmcLtq++ILOvQ3NQwaFjsbLOjVG5TMTTWP69X2bK9OHPna/7e4Nj8ZxztfKBl/HUlxcXxNhwNKGbO7T4reaGRzV9hPy/1ZYm2b76goJrOrbx1dHyz61/eRau3vqLml57WtHHG44msPKBl3OWzJpITK03rvVXVQk8uPttfO3PPoK7rjo7s6SWthRm/rVLdrzk5+O0KnHkeBzj8RTb2SI42EzkEj5F/1EhnwcHa6qV/ejUXVednVNm58xtw2cvPD3TcJZ6rCr/MawHrztPd3Muv0+go7m2g2du7Ti59bjrRYuxaLy6u+PZsfrQ9efpvpYiBE7raMbsKtdr1gT8CnyKyFkyY9OyXigitx50t4ehKEpD3FwwO8CTSKXRHPQVvYD8wKxwZkA6u3xnRYI4tb25Lp8nnxACQ+PxnO9lfz6r63utHoU1etwy4JBN7exktJZh/nnYuLQ356br7nUXV7Q8T7E6U+r8p1WpG2/prFlXRv2n/PixYr8FM/GvzZDK/0xWz1it1/u4nVH8BfxKydxjdL6zB5hHY8kTg6qtIZwy80TslYq3SmOy3Lyp9zk6W0K6SzGY+fxGa/rrDTTetGNvZnBI+75WZl4ZwFFViTeHxgvWQL7jx1NL8Jk9N0bl8vbRaE6Z/mF4Qvf38mf1HhyJIZZIF/Qn9HKHXvxWopo+gtG6ud/4C1nwGXizrXqKMrXxXS2v4YxyVf6SL6UGoLXYODgSw+pH+jPff3zVIgCYnpEs8dkLT8eKrKUytH7M0HgcE4ncz5QfL9n5WFUlWpr8eD+awKZlvQVrNrOdncIeNZFLBBVR8GjIpmW9CHKwucBoLIHDxyZx11VnY1YkiEt7ujI/W3PR/IIZhMUeqzoajed0jO/Z9WbBedi6vA+nzGhCIFDbDozWccrmho6TW4+7XrSLL20mSTaz5ZQ/M/rwsUmD11Jy1jKtViotdWcVdraGcuvIir6G6XjlPyb84HXnYdvnzi/4/EH/1Pqy2YMR2brbw5CycC24m3bsRSxRvxs1Zh5b3bq8Dz5l6netru+1ehTWb9Cm+hu8TTV6xPnoeFx3Bqe2REA157jYI+alzr9/eiA5W3d7OOc8Bn2Kfv/JZ/1lkJn4z54htXvdxXhi7eKKbp6oqsw8Oj80Fi94rNmq9/E6vfjbumIqp5XKPUbnW8vpW1f0obd7Jh5ftQgLTmrFB2e3wF+HG1pm8mZ2/Ghr32a78ZIzdJdiKPb5z5nbhgevOw+JlIrX3juOf3hib84j98UG57PbwS0vvIWNS+u3XFStGQ2yr7loPg6OTD1xefj4pG5dzj43euWyZXlfZlkrzT273sS9nzm3IKZ39h/I+T2jvK3ljh+uvRA/u/liS+O3mj5COX9br2VoSuVht6v1NZxe3bj7JwMYGCxvqZVSuXjTsl4AomAMQFsK8/6V/z977x4mVXXl/X/PqVtXV3fTF7pBpRMcgiSENC82XpnfjMaJcSZEYkCdKBA1EQhxzOtrDJl5wy+Zl8n8guj4xHEUJFEEdaIBnWRMxkuckPkNxqgtI2NIWkLQNAh00/S1urpuZ79/VJ+iLudUnao6deqcqu/nefqhqa6u3mfvtdfae+2111qMD7bV48r5Hdi2qhu7112CJ794ETwuaI6tWgT0j6Y3YN7MRjy15mL8x9cuxzPrL6WdTcHyyGZJkh4BsBRAvxBiwdRr3wJwK4CBqbf9jRDip1M/+2sAXwAQB3C7EOIFq9tMiB1wuSRMb/Bi07IFySI40xu8cJW7Ip3DiMUUHB+exD+/9l6iCIss4X9/aj7ObavHtv//XbQFvIZPaBVFYCKcvjDe3zeMu5/vTZ6UWpkOwKlRSk5td7lRowcnIjFsXDofLx88ic3Lu5ILIaP9pBUZfe+L7+Deaxfizh++lfZZMxrrTJNVRRGYjGpvHNVnagt40WFCJIyTiMcVuGQJjXVuDAYj2NPTh9uvOC+roEpbwIsPttVjy4ouPLrviObYKzoRJaXm3C7lenXqtdVITMGRU0F841/eTkZnzW1vMHW+l+tmRCgSx93P9yYj6oZDUdz9fC8euGFRycUzncypYBj3vZTeL//yZh8+d9FsXSdRqWOcK11AvvGXZGTpunuvXQgpRZ5b670YbfSlrZ/aG31orTffBhm1d6VGURuNXDUjWrvaUVMcPPnFi9A/FsZgMILv/uwd/M1fzC8qSn3bqm5MDyRSZJi9PjSqu42kpkmVnyvnd2Dryu60glnnTg8U9PztDT586+r5OB2MYnA8nCxMfN9Lvfj2NYmoWL1o04lIHFv3Hk5GCO7vG8ZjrxzBk1+8CK6p4lxOTr2Vy8meeuOyvcGH26+Yi3OnB1Dvc2F6wAeXhOT6QO2XnbdcCEmS4HFJOD48mXXbaGA8cb1/07IFyc9q9Xtxxyfm4eDxMUO2WZYldDTWmfL8qXKr5isvZo1QyH7CrNRI+Z6r2osQlnsPpzU3lnd3Yu2unrSUGCdGJjGjyYdWnZuZWu38pxvOhywBG5fOx93P9+Ifrl+oOQ/ndAQwq7keiiLwlT87D9/92TtY3t0JAIgpAlv3HsYrvx/UtbGtAV9NrxtzUYk0GjsAPABgZ8br9wkh7kl9QZKk+QD+EsBHAZwN4GeSJJ0nhODda1JzqLmZO1vrIUuJvENCKIiYUenLphSaw0lRBN4fCeG7L7+Dz196bprjZuvKbtz0x38EIWD4WtVgMIIjp4JZ7x8YD8Prdpm+gcv3vFYsnMqBVq66joby5ZitFIXIq9YC9d5rF2JPz9Gkk/bsZj9mNuV3DqvOwI1L5ydldX/fML7zb7/FpmULMKejAX6P+bIyGIzoXk9v8ntwnteNgNeF6VU41nooisA7/eNp144ThUTfwbeuXoCzm89EXciyhNltAUyrd+P//fRH4ZKQdYh1KhjW7N86t4yBsXDReTxLvV794sF+fONTSjJHpIqax89MPVWuq7BetwsD4+G065a8cQHEFSXLfv7zrRchGhea43BOix9Pr72kaJ2eqTfPyjiYyjf+LlnG9//z92nO8e//5+/xd9d8LPl+t1vG7NYA6r3uNBtUjghTq+y0U2s42AEtWz0UiuKG76Xrs89d+MG8usfKvMqF6O5888ZI7lsB7TkvSVLy8DT1+RVFwe9PBbPSPt285Nykg1rPcTWjyYcHblgEv9eFZ9ZfimhMccwa1wh64zEciiZvXLY3+PDVT87LOnSe0eTDY68cSdNx3/m332B5dyfaAl78/U9/k3VYrR54yLKc1odm6iajsqsltztvubCocdabbwA010TlPmwrNte5U0itWaSVF7uUz1T7xu/Nnhszm+o058O2ld1o9mv/bVmWMKMpcajc2epH3+kQvvXjXyfTfM1q8cPj0k6f5ve4IctS8qAxcw30Tzecj0P947SxRWC5s1kI8R+SJM02+PZlAH4ghAgDOCJJ0u8AXAjgl2VqHrEJs7/+k4J/593vfKoMLbEPigJseaEXy7s7k4uNPT19+OanP1rpppWFQh0iahqB/rEwlnd3ahbbemb9pZge8Bk+oY3E4rj/5UPZi7iV5qcEiMUUvD8SSkbV7Onpwx2fmFcVUUqKIvCHoQm8NziRjCqbbIubms6h0hQqr1pX0u/84Vv4zmc/hq8/89/YvnqxIUczcMYZqF6vVGV1YDyMmdPqMKu5PFHFkVgc8lQqgtRcZWoqglqKZlYZDEayrh2rxaJiGsVcZVlCW6BONyJCU1+tWozxcAyrU3LOFRJJoyV7t+58A8+sv1Qziklvk6yXK1eVi/ZGX3JTYaQIkh7liqrhjQttFAVZ9jOmCHzn37IdGltXduOvntyfN+eo/t/KrzfzjVOr34uvXHFe2gHPtpXdaM0o1ut2y2mHPeXECjvNWgjFoSdzrfXZefPvf/kQtq3szspZbFaUeqG5Sgs5YMg3b/LlvlUUgeFQJOv5Ny/vwrd+/Hba+lR9/mNDE7qFiVUnd07nfBVHBurlQL77+V787099BEeHQpqFglXb/JU/Oy9ZcFIdh8deOYLl3Z3Y3zeMe144cxtlVos/69BOpRTdlOok9LhljE+mr0N23nIhGurcWQ5kLbld/chreHb9kqJqT2Q+QyWji4vNdW5X8o1x4jmKX9vrjdXOWy5M/p0r53egvdGLLdcuxE2PvpYmN2vzFJcPReK4ecfrWNTZjK9+cl4y4l89gJnRkNsHEInFNX0IX37yzWTRV9rYwrBTgcDbJElaDeANAHcKIYYAnAPg1ZT3HJ16LQtJktYAWAMAH/jAB8rcVELMw6js+r0u3Lzk3Cynjt9bnVFYhSyqU9MIDAYjuqkyojGloCgUNfItdRE3EYnjrGbzUhEACUfzsZEQBlIczZ+/9Ny0q4d2xKjsDociODk6mRXt0lzv0b0O5TQKlddgRLsY4Ada6wu+eqs6A1M3HIVERhslFlPQPx5GNK7A45JR55UxMhHTTEXw3c/9D1svqsu1ZtBzALUFvHAXkR9WS1+5ZODqB/YVFdGYS/Ymo9nOcEB7k7x5eRdOjE7qRs6pjorjI5NpG+RiNlzlihQt5HPNqJRuFuVe72qlbokrAi8e7MfAWCRtrjf53cmooWIifozozdSbMaruSY2iHg1H4XYBO26+MHnrK67EMRqOotVdHfZFCycWv7JyrxaLKTg9EUEkriCuCPg9iVs2ejL39NpLNG+xndVcV7Yodb1cpZmORVVvFnLAkE+/GS3K2d6QiBT8YFs93h8OJQuCHjw+ljXf4zppn2RJSnPQOzFoolTZzRwPj1uGW5bwwA2LkjmZ9QoFR2MK5nU0pqV5eeyVI8nr/kAixd/aXT2Y1eLHs+uXZMloqTZMy0m4ZUUX2ht8ODoUQnuDDydHJ7H6kQMlyW0xFHPLo5T+SP1dSZJw5fyO5M0AQD/XeaUiYo3Kbr4xNuM5MseqvcGHEyOTmNMRwNNrL4FLSuQof28wCEmSCpYbI/shNRf5ZFSBSwLqvDKGQxGEIonx1PMhqAc5draxdsQuzuaHAGwCIKb+vRfALQC0Zr1mzgAhxMMAHgaAxYsXV29eAVJ1GJXdJp8H7Ro5B5t8HsvaaiXq4mRRZzPWXTYnublVlGyHiFrEb+PS+djT04ev//lHcm7CtBa6WhuT1vozThZ1Ebd99WI0+82LfFMUgd7+Md2IBTufoBqV3VAkrhnt8tSai6smkqWQxfSpYBjvntKuFO4ysAmLRuPoHw8jpgi4ZQntKc7A/X3D2PTcwYIio40Qiyn47cmxtHyOW1d2o7neo5mKoK7MxTJLpVxrBr0NfHujDx0N2eNqZMOTqa+ODU0UvXEbDEb0ZU9HVNTF+Y9vW5K4lRCN48TIJJ7d/75mnukWvwe9J8cwEoriq1N5dNU26kVQZ+ZzjCkiKzqqHJs0I59rt5yM5V7vuuQz10xV+6tePVUdGkBCZr7z2TOpKopxHhjRm4oicGhgXLf/ozEFo6EY7nj6jG6677qFaPZrH55UC06MzC+H7GrpUEURePd0EANj4bQAje2rFqM1oO3QE0Jo9qfelW0zyJWrNFNvPrXmYsiSdtoqPedHLv2WS35Uh1B7gw/rLpuDeq8L7w1OoM4jJw+XtOZ7nUfb/vk9LlsfPhuhWNnNa+MDifdsX704Wdg5s/88bhlut4xZLfXwe904a1odzv9AF1r8HkM5mM2wYXoFDtVoz3WXzcla56uOSb11UWo6llLQiy6OxOI4NjSR1e+l9IfW725d2Q0gcTNgVouxXOdWYlR2842x+lopz5E6Vmr0sbrfndXixzS/B3FFwXg4jjqPdsqLVH2XOb9a/B5D+6HB8UjaGD544/mQAExGFXQ0+TT/7kQkbnsba0ds4WwWQpxUv5ckaTuA56b+exRAZ8pbZwF438KmEQdR7ak3hkJHw8klAAAgAElEQVRR/PD1P+D6Cz84VSxDRiSm4PhoCHUed1L5FZrj2Gi+rUJyypkRAeZ1u3Dl/I6svEnbVnWjPaPImVqkbOvew/jqJ+fhqdfewz/dcD6+/OSbhjZhkUgMA8GEo/ndUxO4/+VDiWvBqxZjbkdDWXMvDgYjWRsL9dp9W8BbFSeoetEu1ZRuvJAos8modnqWh248P+dNhVhMwcB4GJOxeJqcPrSyG/PaAyVFaOZz9p2eiGBgLIx7r12I4VAUW/cexv0vv4O/v+ZjWUWFtmpcYa8VNItFrexGwOvCaDiKWOhMv7b4PTg0MI77XupN5l4MRWI4e5o/Zy5Zv9eFH6y5OFEgVpJwYnQSj+47oilrmeOtKEqa7KnFiGZPr4ecZ+N3cjSc9lybl3fhR/uPZeUFHwxGpgrMfTRNXvb3DWtGUGdG0X3tqnnpDiKLHbuZfeaS4djcuOqzKIoCSZIQjSuQZUAICUKI5FwXikBcAC4JEEJg1xcuxKmxCBQhcOcP30J7gw/3XbcQdzx9pgjffdctxN//9LfJv1VMxI8RvZkvai2miGS71J/f8fRbyfznmX1hh+h0M3BqDQcz0XMatQW86DsdSt6mAqbkZpd2BLMqc/Nm+C3tz0z5X9TZjLkdDZrrpf6xMGQJWWmrinV+5JKfSCyumS/1oRvPx6LOZuzvG9ac761+L7at6s6Kyp4+ddCqKAKngmFMRuNwSRICPhci8eyDxeR7x8MIReOJPY9LRmu9tyx51stFIWlS5s1oxIwmX1baki0ruhCOxtE/NoloLKHH3VN9pDWGLX5PWhoEtyxhPBzDiZHJoiJUMwtZq7YcOBPtCUA3KltdU+64+QL0nQ4lg6VaAh48tu/3uPHi2SUXgNSaR1+7ah6uf/hVzXVEKfnutX533eM9eHrtJfjmp3PnOrf7fi5XEUuVUp8jdazWXTYHj71yBP/ryvNQ73VjNBTDX6aM2b3XLsQDNyzCbU/uT/MBKIqC08EwhBAIRRMBYnFFYOcrR/CZ8zsxt70hmUNeXfccHZ5AnSdRcDN1DNUD9UhMwTS/B//474dw55XnZc3DbSu7cVZzXVkPH6sVWzibJUk6SwhxfOq/1wB4e+r7HwN4UpKkf0CiQOBcAK9VoImEVBxFUfDxj8zE6kde09yQ77zlQoRjSkE5jo2c7BZyAmxmBFhbwItvfGp+WsGWo0MhrN2Vna/JNRXtoV6bWXfZHLhdEv751ouhTG2opwe0ixfFYgp6B4L4UkZOunte6MWtu8rvUMh17b6j0VcVJ6h60S51HudsGvJRSJSZS5I007O0NXh1o+a1IotVOf3S4z14as3FeXPf5dr4qJGDerolFImnpUF54IZFCEcV/G4giEcyinPd//I7+LvPfAwdTeZUMXcSmZu/uCLwdz85iIGxSFa/blvVjR/vP6p5oPaRmU26evvkSDgZMaxuRr921YfR4vdkvTdzvBOHdV7c80IvtqzoQoPPjS898WZefa21wdqw5wA2LVuQlRdcmSow97ntr2bJ6sB4OCuCOvWzNy6drxsdZYVjV7PPVnYnN+kqlYxSMor6LPe91Iv1l38IoUgcj+47kpQ3da6rrz32ypE0WXz0pguSc/7oUAh//9MzBUfrPIlcjqn5EItxehnRm/min2M6ucPjypnTTLtFp5uFE9MRmIme0+gHay5GvddVUARzOW9Q6JEq/+0NPvzNX3wY7w1q3zxp8Llx847X0d7gS1s3zGgqvgCv3vN63S7cfsXcrLylX3oikbdUjRZMnafqDYTv/uydZLBER6MvWbtBaw4+eOP5eODfDyUjQtU5CQC9J8Zw66706/yjjT7Mbg04xuGsJ59PfvGi5N4m9bnVtHLqDdbhUBTPvnkM15x/TtraQb39qObNVsdQLw3C3c8nbK9qh9WD33w2TOvzUj9DjfYEgIlIXFNu44rA1/ccwBf++I/S1pAP3Xg+Pv6RmZr9UGpdh9uvmJtzHVFKWg+93xVCJNfgaqS6k26dAPqHv+oYm/EcqWPV7Pfgy5d/CJGYwPHhYNbhoFrHRtUnM6fV4f/8668xMBbB333moxidjKXNi4duPB//8mYfvvgnH0JbwIt3B4M4OTqZdTin5udXI6tT19+bl3fh3hffwaZlC2r6INdMLNfWkiT9MxIF/uZJknRUkqQvALhbkqT/liTpAIDLAdwBAEKIXwN4GsBBAM8D+LIQwt6re0LKRFwAd045GLSuK703OKG5qBkMRjQ/T28RlPl+o+8r9L35kGUJLtlYvia/14UtK7qSDudNzx2Eogj43DI6W+rR0aifTqB/PJx0NKufv2HPAay7bI7pDgVFERgYC+PY0AQGxsJQFJE07qmo1+6rpcCaWuRMfc5ktEuV5GsG0p2M+zZcjmfXL9FdNKvyqqafuPOHb6GtwYt6r/5V0/7xcNLRDGTLaUzJHyauNz/7UwrG6emWzPxzQ8Eo7vzhW5je4MWLB/uxdlcPrn/4Vazd1YMXD/ZjMlq7plrdwHvdLtzwvV/hxYP9mv26dlcPViz+QNaGfu2untx6e1f2Nce+0yEMhaLZ780Y77W7evCNT83HwHgYo5OxpKNZ/bmevtbbYM3paMiS87jILjC3Yc8B3H7FXM06A6mfnSs6yghaOrYQNPvs8R7cfsXctPc5IUpJfZbl3Z0YCkZx1+4DaYVvVJlUX8ssipPprNvfN4ybd7wOlwR0NNZhdlvAkL7LhRG9qWcj1f53y5Lmz12pV2ZNXJsQazAyl/X0kqKIpPMrlTMRzMZsdblJlf8HbliEO55+K3nzJHW99E83nJ+8waemsrn+4Vdx847XEYqYb2vbAl7dVAAfmdmo2WfqHFPXAyu2/hI3fO9XSbukNQfXP/Emlnd3Jv+vzslcdq5/6oDLCejJZ/9YWFcXqQXO1PXUFfNnZK0dVH2dqcP00iCo60R1zQgYs2F6h8zrLpuTDET48MxG/OKuy/DRs5uwfVX6On/bqm783U8OYnl3Z3L/qn7OqfFI1mul7BdT5/ScjtxpLPLZlFwY+d1C9gN2QnUEZ+7VFnZOM+05UvtmVosfrQEf1j/xpu7hoMclY9NzB+H3uvB//vXXyfV0/1gka1586Yk3sWLxBxCJxTEYjOC9weyCpbfufAMxJRF5vu6yOZpr1eXdnQjHBdobfTinpR7tjcUf6JEKRDYLIT6n8fL3c7z/2wC+Xb4WEeIMREoqAq0NuZ6i1tukGz3ZLeQE2OwiEEZTEzT7vZjRVJeWzzrgc2N6Q34DEY0rmm02uxBArqjSrGv3q7pxTp6r9E6iVq77Go2K0pLXBp8bTXX60QL55NRtoC/15mfqZxvVLeprLp0cktU2tsVgxIlq9EBN6zNT31/vdRnW3S5ZwrPrl2BCp1Cg1t/W08VauTiFTtqcD7TWQ5KQFb2f+tnDoWjR10/NiF7V67NzpweS7XJKlJL6LOoVWPX7TJnM/Fcl31iYFQWa73PyRT+rh3e5iieXu0AVMRejc1lPL9V5XOhs9WennFhVmQjmXKhtUXPxHx0Kpd166mj0YTwcw/s6+XzLceglyxLqfTo63+vW7Lt8c8zIFf3U9+vZuVjcObnY9eQz06Gq5QjNt3ZQX0/VYfn6OHXNaMSG6X3eR2YmajicHA1j9SOvJefXzlsuxDPrL02mRVEUBS8e7McX/viPSt6z5iN1Tg+MhXPOlVLy3Rv9XTvpGKPk3KuZWF9H7RtFEeib0nt6641ZLf5kSgy1CGOqPKeirm+97sR6WE/GTo1HsHVld/IAL/PnbQFvVd28rTS2SKNBzKGYnMXEOeTbkOtdYdJbiBp15BaSi9bs6uiFGPXZbQE01nkKdmaqhY8y2zwRiSc3JmaQK0cYHbG1RTHymktOH1rZrVl8LhO9+Zn62UZ1i/raidFJTUeP18WFmjEnav4CKHqfmfr+iUi8IN3d3ujDwBgM/+1CNme6jmmvS7NoZepnb917uOicpKXkYczX9nqfy3E6Wn2W4VAU3qk5niqH6veZ/6rPXspYmEm+w0qtw7sZTXVphxpmr01IeTE6l/X00vQGH1rrvWiq8+AHay6GoohEvk4DAQiVIlVG1ejlWS1+bFq2AID181G9kWbUIZdvjun9fDjlRk7q+/XsnNtBawvNGg6ruvHdn72T9r5cjlC9vZ2qr1N1WL4+TnXeGbFh+rbcjbiSXctg9SOv4dn1S5LpJFSnrxl71kLIt14pJQCm2oNnrNyrybKU3H9s3XtYs+D0WVM3fFMPEFLXNFprarV2iJ6MnRidxJ6ePnzz0x/V/HlHo6+qbt5WGkmIKqrQNMXixYvFG2+8kfd9VjlnrSpCR2dz4RQwNpZYkVyym6+IUrXlbE79zHIW9dHKhbt1ZTfOmuZDS715G5NjQxNYsvnnWa/v23B53ly7JVJx2SWloyenHY0+tPg98HiKj/zMl7N5x80XIBoXab+n6hs1H+xQMJp09HS2+s3Kq+ho2TVS+O5D0wN4Z2A8q6BSIXp7y4ouzGhKpDUoRHcXqq8LKShbqB3IV6DSiB42Q8eaaMMqLrul5mye1ZLIzT4ZVdDR6EOdW8ZMm6Z2yieb1ZqzuUxUXHYLmcvVUvgxl25vrvcgFCleN5bSpkKKgxdqbwrN2dyeP2dzxWU3k8w+VAsD59JFmfZQqzhvas7m1N/LlbO5UJ2Xa0yPj4TyztFUG5RpW3bcfAHCMcXw2qdQHKgXbCe7VpC6tzlTsDqAgDf9cDBzPa2Vs3nrym7M62iAx+OCogjNnM2pOcd/9dcfx+mJaNZh0LyOxqq5WWwROWWXzmYLoLPZvjjJ2QykVnJW4HNJUASgCJE0pAAKMq6FOA8KWXA6zMAjFlPQPx5GLK7A7ZLR0eAz3dAMjIVxzYP7sk5QLSh8ZQvZJaVjhpzqzU9FETgxOon3hxNpNeKKgMclYyISx8LOaWj2e7N+D0joG0VREJuqBm3y/HG87BpxohaqM1PtgEtKpBHQq5BtxAlXDn1dCTtglo41qe22kF31WVKrssuyBCES6U5UmRSKQFwALilRcG8kFIXHJWMyGsf7I4kooG9f0+Xo2ylOXJtUiIrLbgXXSxWlEN1uR4zYm9TnC/hciMS1neeKInBqPIzJaByyLMHrktFa7823tqi47BqhGJuvvl+SJLgkQJZlzd9Lfa/HLcMtSwhFitd5em01OkdTbVB8yu4Uu2etchwhu+XA6N4mcz0thEAoqkCZ2q+0Z/yeoggMhyIIReI4PjKJwWAEW/ceTha3VCP8KYMlk7PDmEaDEAchyxI6GutyvqeQhbjR6zKFXKtxYroEt1vG2c3+/G8sgVJyhBECmCOnevNTliXMbKrDSCiaJaPqZlfr95w2163GiD4sVGcasQNGP7tc+roSdsAsHetEG6ZHMc+iKAKjkzHcvOP1qrJV1TSu1U6trpcK0e12xIi9KcR2dTQ5ty9yUYzNL2kPVkK+Xb2/bVbuYupkYnRvU8y8aQ34oPgTa5r/+dR/Zckq1wXlh85mQgixgGrP80WcD2WUOBnKrzmwH0mloQwSYm84R4lToKxWFjqbCSHEIniCSuwOZZQ4GcqvObAfSaWhDBJibzhHiVOgrFYOZr8mhBBCCCGEEEIIIYQQUjKMbLYAFu4jhBBCCCGEEEIIIYRUO4xsJoQQQgghhBBCCCGEEFIydDYTQgghhBBCCCGEEEIIKRk6mwkhhBBCCCGEEEIIIYSUjCSEqHQbTEeSpAEA71W6HQUwHcCpSjeiTFTLs50SQlxV7j9SgOxWS7+aAfviDFp9QdktD9XwHHZ/BrvJbrmx+3gA9m+jXdrnBNm1S18VgtPa7MT2/tYGsmvXfmO7jFOJNjlB71qBHeWhUGrtGZwou9UwRsVQq88NFOFnqEpns9OQJOkNIcTiSrejHFTzs1US9usZ2BdncEJfOKGNRqiG56iGZ6gmnDAedm+j3dtnJ5zYV05rM9vr7HZkwnYZx45tqhWqoe/5DPan2p9Pj1p9bqC4Z2caDUIIIYQQQgghhBBCCCElQ2czIYQQQgghhBBCCCGEkJKhs9kePFzpBpSRan62SsJ+PQP74gxO6AsntNEI1fAc1fAM1YQTxsPubbR7++yEE/vKaW1me4vDLu3IhO0yjh3bVCtUQ9/zGexPtT+fHrX63EARz86czYQQQgghhBBCCCGEEEJKhpHNhBBCCCGEEEIIIYQQQkqGzmZCCCGEEEIIIYQQQgghJUNnMyGEEEIIIYQQQgghhJCSobOZEEIIIYQQQgghhBBCSMnQ2UwIIYQQQgghhBBCCCGkZOhsJoQQQgghhBBCCCGEEFIydDYTQgghhBBCCCGEEEIIKRk6mwkhhBBCCCGEEEIIIYSUDJ3NhBBCCCGEEEIIIYQQQkqGzmZCCCGEEEIIIYQQQgghJUNnMyGEEEIIIYQQQgghhJCSobOZEEIIIYQQQgghhBBCSMnQ2UwIIYQQQgghhBBCCCGkZOhsJoQQQgghhBBCCCGEEFIydDYTQgghhBBCCCGEEEIIKZmqdDZfddVVAgC/+GXmlyVQdvlVhi9LoOzyqwxflkDZ5VcZviyBssuvMnxZAmWXX2X4sgTKLr/K8GUJlF1+leErJ1XpbD516lSlm0BIUVB2iVOh7BKnQtklToWyS5wKZZc4FcoucSqUXWI1ljubJUnqlCTp55Ik/UaSpF9LkvSVqddbJUl6SZKkQ1P/tky9LkmSdL8kSb+TJOmAJEnnW91mQgghhBBCCCGEEEIIIbmpRGRzDMCdQoiPALgYwJclSZoP4OsAXhZCzAXw8tT/AeDPAcyd+loD4CHrm0wIIYQQQgghhBBCCCEkF5Y7m4UQx4UQb059PwbgNwDOAbAMwGNTb3sMwGemvl8GYKdI8CqAZkmSzrK42YQQQgghhBBCCCGEEEJyUNGczZIkzQawCMCvAMwQQhwHEg5pAB1TbzsHQF/Krx2dei3zs9ZIkvSGJElvDAwMlLPZhJgKZZc4FcoucSqUXeJUKLvEqVB2iVOh7BKnQtkllaRizmZJkhoA7AHwP4UQo7neqvFaVuVDIcTDQojFQojF7e3tZjWTkLJD2SVOhbJLnApllzgVyi5xKpRd4lQou8SpUHZJJXFX4o9KkuRBwtH8hBDimamXT0qSdJYQ4vhUmoz+qdePAuhM+fVZAN63rrWAoggMBiOIxOLwul1oC3ghy1o+cEKsYfbXf1Lw77z7nU+VoSWEGIN6lJDagfOd2A3KJCkXlC1CrIPzzXrY56RYLHc2S5IkAfg+gN8IIf4h5Uc/BvB5AN+Z+vdHKa/fJknSDwBcBGBETbdhBYoi0HtyDLfufANHh0KY1eLH9tWLMW9GIycZIYQYgHqUkNqB853YDcokKReULUKsg/PNetjnpBQqkUZjCYBVAD4uSdJ/TX39BRJO5k9IknQIwCem/g8APwXwewC/A7AdwHorGzsYjCQnFwAcHQrh1p1vYDAYsbIZhBDiWKhHCakdON+J3aBMknJB2SLEOjjfrId9TkrB8shmIcR/QjsPMwBcofF+AeDLZW1UDiKxeHJyqRwdCiESi1eoRYQQ4iyoRwmpHTjfid2gTJJyQdkixDo436yHfU5KoWIFAp2C1+3CrBZ/2muzWvzwul0VahEhhDgL6lFCagfOd2I3KJOkXFC2CLEOzjfrYZ+TUqCzOQ9tAS+2r16cnGRqnpq2gLfCLSOEEGdAPUpI7cD5TuwGZZKUC8oWIdbB+WY97HNSCpan0XAasixh3oxGPLt+CStwEkJIEVCPElI7cL4Tu0GZJOWCskWIdXC+WQ/7nJQCnc0GkGUJ7Y2+SjeDEEIcC/UoIbUD5zuxG5RJUi4oW4RYB+eb9bDPSbEwjQYhhBBCCCGEEEIIIYSQkmFkcwqKIjAYjPCKACGEmAz1KyHmwflEyBk4HwgpL5xjJBPKRPXDMSalQmfzFLGYgvdHQugfC2MwGMGenj7c8Yl5mDejkZOKEEJKQFEE3h0M4r3BCdR7XZiIxPHBtnrMbgtQvxJSIIoi0HtyDLfufANHh0LJYi1G1yvcPJBqgvaFEPNJtRMet4zxyRhWP/JaUTaHVAeUieqHY0zMhmk0kHA0H8twNH/+0nNx30u9GAxGKt08QghxNMOhCE6OTmLjj97G9Q+/io0/ehsnRycxHKJ+dRKKIjAwFsaxoQkMjIWhKKLSTapJBoORpKMZAI4OhXDrzjcMrVdUR/U1D+7Dks0/xzUP7kPvybGyjSVlhpSb4VAEY5PRtNfGJqO0L4T6p0gy7cRnH3wFJ0cn0d6QyNlaiM0h9qDUuUCZqH5qaYxpG6yj5p3NiiLQ2z+GG7/3K6zY+ktseu4gPn/puXjslSNY3t2JSCxe6SYSQoijCUXiuGv3gTTn2F27DyAUoX51ClY7KYk+kVg8OZdUjg6FDK1XSnFUFwplhlhBNKZgIhJPO8yciMQRjSmVbhqpINQ/xaNlJ+7afQDrLpuTfI9Rm0MqjxlzgTJR/dTKGNM2WEvNO5sHgxGs3dWTNrE27DmA5d2daAt44XW7KtxCQghxNnEhNJ1jcdp1x2Clk5Lkxut2YVaLP+21WS1+Q+uVUhzVhUKZIVYQVYTmYWaUG8eahvqnePTsRLPfk/y/UZtDKo8Zc4EyUf3UyhjTNlhLzTub9SZWW8CLjkYf2gLeCrWMEEKqgzqPtnOszlPzJsgxWOmkJLlpC3ixffXi5JxS8+gZWa+U4qguFMoMsQJF5zBTEXQ21zLUP8WjZycmpm6jFWJzSOUxYy5QJqqfWhlj2gZrqfmdvt7Eam/04expfiZAJ4SQEpke8Gk6x6YHfBVuGTGKlU5KkhtZljBvRiOeXb8E+zZcjmfXLzFcsKUUR3WhUGaIFegfZlLOahnqn+LRsxMLO6cVbHNI5TFjLlAmqp9aGWPaBmtxV7oBlUadWKlV3bet6sY50/xwu2veF08IISWT6hyLxOLwul1oC3gdv2CpJbRsZTVEODgVWZbQ3lj4YY2Vc5EyQ6xAPczMlDMeZtY21D/Fk9NOBCrdOlIoZswFykT1UytjTNtgLTXvbKYThBBCyk+xzjFiD2grqwer5iJlhlgB5YxoQbkoDa7Zqgez5gJlovqphTGmbbCWmnQ2K4rAYDCSJmDVPrEIIYSQfGjZR3UBVguLUGIuVstMLvklxnFaP1I3VR9myCDlgpAE5ZgLTrMTpHah769y1JyzWVEEek+OZYXOV0MOGkIIIaRYaB+Jk6H8mgP7kVQayiAh9oZzlDgFymplqbmkxIPBSFLYgET1yVt3voHBYKTCLSOEEEIqB+0jcTKUX3NgP5JKQxkkxN5wjhKnQFmtLDXnbI7E4klhUzk6FEIkFq9QiwghhJDKQ/tInAzl1xzYj6TSUAYJsTeco8QpUFYrS805m71uF2a1+NNem9Xih9ftKurzFEVgYCyMY0MTGBgLQ1GEGc0khBBCLKUY+0gbeAb2RWUxe31XqxTbj5R/Yhacy5WBc9g8qr0vOUeJUyinrFb7PDeDmnM2twW82L56cVLo1LwtbQFvwZ+l5oC55sF9WLL557jmwX3oPTlGQSOEEOI4CrWPtIFnYF9UHjPXd7VMMf1I+SdmwrlsPZzD5lELfck5SpxCuWS1Fua5GdRcgUBZljBvRiOeXb+k5Oqpag6Y9gYfNi6dj2a/BydGJjGjyYfWACtcEkIIcQ6F2kfawDMMBiO476XeZD8Mh6K476VefPuaLla8tggz13e1TDH9SPknZsK5bD3DoQhOjEzi3msXYjgUxda9h3Hrzjfw7PolnMMFUgtrI85R4hTKJau1MM/NoOaczUBC6MwwnJFYHO0NPnz1k/OwYc+BZIXLbSu70eynwiWEEOIsCrGPtIFnUBQFn7/03LR+2Ly8C4qiVLppNYVZ67tap9B+pPwTs+Fctg5FETg+PImNP3o7bf7e80Iv85oWQa2sjThHiVMoh6zWyjwvlZpLo2EmXrcLt18xNylgQCLh+NrHe1jhkhBCSFVDG3iGuEBWP2zYcwBx3qYjNQDlnxDnMhiMYO3jPVnz9/Yr5jIHbxFwbURI9cN5bgw6m0ugLeDFudMDrHBJCCGk5qANPIMQQrMfhKC3jVQ/lH9CnEskFtecv+dODzAHbxFwbURI9cN5boyaTKNhFrIsod6XqHCZKmhqhUtFERgMRpjLiBBCSNWh2sAr53dgeXdnMlfrnp6+mouGUqtda60FSoHrCOIEVPlvb/Bh3WVz0Oz3YCISh99bW3qAELtQiO3Qs1/1PhftTZF43TJ2r7sEg8EItu49jP19w6asCQgh9oHzPD90NpfI9IAP21cvxq0730jmatm+ejFa/B70nhzLen3ejEYabkIIIVVBq9+L2684D+umruDOavFj68putPg9lW6apajVrjNtfilRYWqla64jiN1pC3ix85YLcXJ0EnftPpAmr8xdSIi1FGo79OzXdBa5Khitvt+8vAuPvXIEd3xiHiPFCakCOM+NY7mzWZKkRwAsBdAvhFgw9dq3ANwKYGDqbX8jhPjp1M/+GsAXAMQB3C6EeMHqNqeidVKsVeFSrVCZmsOFVX0JIbUKIzSrk6FQNOloBhK2bt3jPTVn68pR7VpvHfHM+kshQeJcIrZBliU01Lmx+pEDtl330gaRWqHQPWg57FcuqnkuavX9hj0H8PTaSzCzqc6Wz1nN40FKg7KhjRPneaWoRGTzDgAPANiZ8fp9Qoh7Ul+QJGk+gL8E8FEAZwP4mSRJ5wkhKpIIJRKJ4dBAMFlEIfWkONN46+W/Yg4XQkitwQjNyqEoAqfGwwhF43DJErwuGa31Xrjd5pRsoK07g9nVrvX6diIcx8rv/4pzidiKaEyxrS6wow2yahNPZ0HlUBSBU8EwJqNxyJIEjyzB45bLHu1fjF02237pYce5aCZ6fS+EsOXz5RoPABWRX2IPqn2uloLePI/GFZwKhjE94Kv5PlKxvECgEDSkL2QAACAASURBVOI/AJw2+PZlAH4ghAgLIY4A+B2AC8vWuBxEo3EcHwtnVeu9decbmhUn1fxXqTCHCyGkFtGLsmG13vKiKAK9J8bw2YdewZ9u2Yu/fPhVHB4Yx7ung4jFFFP+Bm1d+fC4ZM2+PXIqyLlEbIeddcGpYFjTBp0KhivSHnUTf82D+7Bk889xzYP70HtyDIpibkFFq/4OyUbt+88++Ar+5O6E/f39qSD6Tk/g3cFgWcfAznOx2teDdu57LfTG41QwXDH5Jfag2udqKXjc2uvz355IzBna2TNY7mzOwW2SJB2QJOkRSZJapl47B0BfynuOTr2WhSRJayRJekOSpDcGBga03lISpyciUITAvdcuxLZV3VjU2ZxokM5JsZr/ShVEM/I3kuqk3LJLSLkwKruMfq0Mw6EIToxOJu1We4MPd+0+gL7TIfSPm+Nkcaqtc4re3bKiK61vH7rxfNz/8qG091RiLimKwMBYGMeGJjAwFuai2kLsKruV1AX55HEyqm2DJqPmHLoVilWbeLs5C+wqu2aiyuLR4QmcGJlEe0MiWvjoUAh37T6A08Eo3hucKOsY2NkuO3U9aFR27dT3Ruy03nhMRpUs3WGV/BJzKVbvOnWuqpRzneqWpaz1+eblXdi693DF7azdsEuBwIcAbAIgpv69F8AtALTizzUlRQjxMICHAWDx4sWm7noURWBgPJJWAGnz8i7c80IvBsbDmqeVVue/Is6lnLJLSDkxKrt6lc7tGulRDSiKwPHhSWz80dtZdqve60Isbo6Txam2zgl6NxSN4+7ne7Fx6Xw0+z0YDkUxHo5hIOOgwOq5xKuVlcWuslspXWBEHl2SpGmDXBUSV6s28XZzFthVds1Cr2jUPS/0Yn/fMI4OhVDvTejqco6Bne2yU9eDRmXXLn1v1E7rjYdLgqbusEJ+ibkUq3edOleB8q9TQ5HE+nzXLRdCADjUP57U84CznPLlxhaRzUKIk0KIuBBCAbAdZ1JlHAXQmfLWWQDet7p9g8EzjuZFnc3YuHQ+fG4ZW65diB03X6B7WqnmvzqnpR7tjczdQgipTewU6VErDAYjWWmfNuw5gNuvmIuJSBxulznmn/lAy4fHJWNgPIy1u3pw/cOvYu2uHjy67wi2ruy2fC6lRoicGJ3EfS/12iZaklSOzMghAJave41E7/q9rqwopC0ruuD3VmbTbNVVe6dd6Xc6ekWj1l02B0Ci7ycicUxE4obHoNjoPLvuQWthPajX91beCDJ6q0FvPPxebd1RqPwS5+LUuaooAidGJxEMx7Bx6Xws6mw2fZ3qdbswMB7GO/3jeG9wApueO5h0NAO0s6nYIrJZkqSzhBDHp/57DYC3p77/MYAnJUn6ByQKBM4F8JoVbUrdQMeFSDqav/rJediw58CZU5JV3VY0hxiEjg9C7IcsS5jb3oCn116CaFyBxyWjo8E+m59qQtWBE5GYZlTKB9vqoQiBjobSCwExwrW8dDT4sHVld9qtqts+PhdtDR48s/5SRGNK0XauEFupF603MBZxfBQH1wzFY5f5H4nF0d7gS7sBsHXv4TR5bPZ7MaOpDpuWLUC914WJSBwzmurQ7K/MplndxGf2ndmbeKv+TjWjKALDoQhCkcR+sM7j0i3+pBdJ3uz3JA846r0uNNZ5DI2BXeaYmdgl8tdqSh3LQm2V0VsNeuMBIEt3FCq/xbad2AMnztV8t0sy5b9Y2VRt630v9WL95R/ClhVduGv3AdpZDSx3NkuS9M8ALgMwXZKkowC+CeAySZL+BxIpMt4FsBYAhBC/liTpaQAHAcQAfFkIUfbdTKagPnrTBZjV4se6y+YkHc3A1Cnhrh48u36JJRV8SW6qcVFGSDWgKAKHBsY5N8tMqg7cuHS+5vW3Oo8LHQ0+uN2lRzbrRc7QJpqD2y3jwzMak4c0bllCwOdCU11pi/1CbaVetN7GpfOxdlcPAGdGcXDNUBp2mf91Xhlfu2pe2kZvy4ou1HnP6DhZljC7LYDGOo8tNs1WbeKd6CywE4oi8O5gECdHJ7McCVp6Qu/a+TktfvxgzcXwyBI8bhnNfmNjYJc5ZjZq5G8tUcpYFmOrCkmBoDce82Y04pn1l2IyGocsSQXLb7FtJ/bBaXM113p103MH4UnZ+5Qim6pt/fY1XVAUBZIk4ak1FyMugDqPrHsgWYtYnkZDCPE5IcRZQgiPEGKWEOL7QohVQoiPCSG6hBBXp0Q5QwjxbSHEHCHEPCHEv1nRxsyq1fe/fAhbVnShLeC1Ve4zko7dCqEQQhJwbpYf9dqY2s9b9x7G5uXp18a3r16MmU11pjiaAfvlA7UTZl2XdbtlnN3sxwfbAjinpR7N9aUvYAudj3rjrEZtODWKg3qpNOwy/yNRkXQEqm24a/cBRKLpc85uaQXMaI8RPWO353YSg8EI3hucyJIvPT2hd+387Gl+zGqpx4xpfrQW4IQo9xxjoVfrKGUsc9kqvTE0IwWCLEvoaKzDB1oDRclvvrYTYja51qtbVnTBnSK7RmQzl45UbeuMaX50NNXhnJZ6fKC1Hh2NdbSzKdgijYadUBSBiXC6oO7vG8bdz/figRsWOTZRei1gl40PISQdzs3yop7OB8NnUmfs7xvGPS8kist9ZGYj/F636RFtTi4eUk7sHslT6HzUG+ezm/3Yt+Fyx0ZLUi+Vhl3mfySuaI5j1KQiqHbF7nqmGojE4qj3ugzrCbMjycs5xyg/1lLKWOayVbnG0A63GmhniZXozbNpfg++tvsAHrhhERBIvJ5PNqkjzcEWBQLtxGAwgiOngllJ8QfGw/B7XY5MlF5t6J0ysRAKIfaEc7O8qKfzg8FIWj/v7xvGpucOwu91lyWizanFQ8qN3SN5Cp2PeuM8cyqSww7RksVE6FEvlYZd5r/HJWuOo1lFUO2K3fWM3TGiM7zuRH7vQvSEmZHk5ZxjlB9rKWUs9WyVJEk5x9BMWSw2Cp52lliFogi4ZGBbRhHtzcu78LXdBzAwHk6Tu3yySR1pDoxsziASi+P+lw9h8/KutEKA21Z2o9nvRbPfW/FTwlojNXm7xy1jfDKG1Y+8lnXKxEIohNiTFr8HO26+AH2nQ8niTJ2tfrT4PZVuWlWgns6rqTPSitiWUQfaJXLGbtg9kqdQW2m3cc4s6NLi9xSVE55rBn2MFM2xi1y0B7x4aGU3vpRSSPOhld1or/JxtLuesQtasgzAUMRaW8CLD7bVV6z4UznnGOXHWkoZSz1b5ZJgyRiWEuGp1fadt1wIAYFjQxMVX0+Q6iAWU/D+SAj9Y2FE4wruuXYhZjTV4eToJDb/228xMB7O0tv51oDUkeZAZ3MGXrcLA+Ph5PXjZr8HE5E4zmo+k3/FSYnSnY6WgduyogvtDT4cHQplFViww8aHEJLOaDiKoWAEG3/0dnIe33fdQrQGvGh1U5+Wino6n5o6oy3gxdnNfsxsKm/uMKcVD7ECu6QX0KOYTa9dxllrTbBtVTe++7N3Ci68ZBdnqd0oxLFgB7kYnozhH19+J7lmHw5F8Y8vv4NvX9OFdo895lw5sLuesQN6sjyjyWeoWJtaWLK53lOx4k/lmmOUH+spdiz1bJV6m63cY1hKccPMtvu9LpwcDWP1g68wNQExBUUR6O0fw9pdZw6cNy/vwv/304P41tUL8MANizTXd/nWgNSR5lDdd8wMkHktpMXvwfbVizEwHsbaXT2484dvYea0OjT7qztCwq5oGbi7dh/AusvmJN+TesrEQiiE2I9QJI47nn4rbR7f8fRbCEV4OlwMenZLdThveu4gAj532R3NRBu7pBfIhZ1tZa7rulprgrW7erC8uzPtM4xGn9i5HyqF066ORmJxvHiwH2t39eD6h1/F2l09ePFgf9VHHzlBz1QaPVkORYxHrMmyhNaAzxbFn8ws6Ef5sS9a46xlq6waw1IjPFPbHlfgKPtCyk+pem0wGEk6moGETG3YcwDLuzshhMi5vsu1BqSONIeajmxWFIHeE2O4dVfKifeqxZjb0cBIF5ugZ+CaU67f85SpNpn99Z8U9P53v/OpMrWE5CMuhOY8jrPwecHQbtmfQiJmjaQrqAXUflAUBadSNg6ZUU+5Ko2nwnVB8Tjt6mitRh8xMj9BLh2qJ8txAcfIjFHdWCiUH3tS6M0SK8bQTB1rlX3h2soZlFqET1EEQtGY7rrQiIzqyQp1pDnUdGTz0EQYJ0Ynce+1C7FtVTfaG3y4ddcbOD0RYaSLTdBL3j4xFRHJUyZC7E+dR3se13lq2gQVTCym4PhICMFIDBuXzseizuZEVAjtlu0wEjGrLrKveXAflmz+Oa55cB96T44ZiuowM8Kt0qT2w38dHcmKUEmNetJbE3Q0+kyLPqmmvi0GSZJ0i1HZkRa/B1szCgJtXdmdVROgGse11iPz8+lQPX1R55FtGbGmKAL9Y5P4w+kgjg1NYDA4iXcHg4Z0YzHUuvxUikJv7+QaZyvGsJQIz9Rn7R+bhDJ10JOK2Qc9paytiLUUIu+Z8yYWU9B7cgyH+4O660KXjJw2P5+sUEeWTs1GNic27eG0HKKbl3fhnhd6MRm1Z/RGtZLr9FEvefuMJh/2bbicp0yEOIDpAZ/mPJ4eqHwOWKcQiyl493QwWWTR65Lxzavn429/fBD7+4ZptxxIsXkQS40EqRR6tj61H5r9npxRT3prgrOn+U2JPnFq35qJ2wU8dOP5+NITb54puHfj+XC77Pn8Q6Eo7s/I2Xy/mrN5ah5xXKuDTB3ikrWv5Ks6VE9fTA/4MD3gs1XEml6NmnqvC+0Nvry6kTiDfLrIjpG/xUZ4aj3rP92wCPdeuxB3/vCttLoLZh70lJJjmliLUXnPVa9jYCySVRx926puSBJw9QP7ctr8SspKrUTf16yzuX88jHWPZ+d32bRsQVUOtF2JxZSspO6pyiCngQtUuvWEECPIsoS57Q14eu0liMUVuF0yOhp4QlwIpyciGBhLPyDdsqILX7tqHu7afYB96UCK3VQ6cSOVy9an9sNwKJrzum6uNYEZz+7EvjUboQCKENi0bAHqvS5MROJQhICwaVSYmrP5xYP9aa9/89Nn5hHH1floOhtWdicLhqtk1nHJ5SSzw9inOhy0atRsWrYA6y6bk1c3EmeQTxdZkRYon8NbzwlW6HzRetYvP7kfW1Z0pR0OTjfZyea0VFC1jFF516vXsXHpfKzd1YMf7T+GR2+6AC5Zgs8tI+BzYek/7str8yslK7V0AF6zd5ijcUVTuGZPr4fXVbPdYgmp1yBOjE3mvRbGKwyEOBtFEfjD0AR6T4zh+Mgkek+M4Q9DE7zSVgCRuIK7dh/I2ojOnFaHLSu6aLcciN4V73ybSjtupHJdC1YUgfdHQrq2PrUftu49jM3Lu3Je1y3nmsCOfWs1UUXgy0/ux807Xsf1D7+Km3e8ji8/uR9Rm+prr9uFK+d3YNuqbjy15mJsW9WNK+d3pM0jjqvz0XQ2PN6D26+Ym/a+TB1qlz2Elo5MvcJ9dCikKaP1Xhea/R5DupHYn3y6yIqiZLlSFxSSgiJfaiK9Z5UlKVnQddNzByHL5q5fi11bEesxKu+56nUs6mzGskXn4OYdr+Pj9/4C1z/8Ko4NTaK9wZf1/kybXylZcVoh5lKo2chmj0vWPklxyWitTwh4rYS3W0nmSc7udZdwA0BIlTMciuDk6GRWVG5zvQetTKVhiLiiXWRRlhIbadVuVQLayuLQu+KducjO7F+/114F0fJFaAwGI+gfC+va+rOm+ZP9sL9vGI+9cgRPfvEiuGTJcnmq1WJzqejpGtU5Zre53uL34PYrzkveVtTK2cxxdT56zoZzpweSY2tXB6yejpzR5Eu+phe5rNaoqZRutOOcdyqKIiBJEnavuwSDwQi27j2M/X3Dhm/vmEUuh7fRWyBGIjP19G656y4ZXVuRymNU3j1ubb/djKY63H7F3GQKDeDMQeSmZQtw847X097vdbvSdJrHLWPnLRdi9SOvWSortXQAXrPO5o4GH7au7E5bnD60shvtAS/cbrmmwtutJNOIDQYj3AAQUuWEInHNqNyn1lzMdDgG8Xt0nCUuGedM88PtrkxkM21l8RhZZOv1byUWx3rk25yqG1g9W2+nit/cpAIeWdIcqzq3bMu5PhSKZqXFW/d4T5pzhOPqfPQcV/U+ly10Ry70dORTay5OvqZGLqfmHd2yogszmurQXO+pSJ0a2nfz0OrLzcu78NgrR3DHJ+Zp3t4pF7kO34w6wYw4pStVd8lOawqSHyPy7pYlbFnRldxLJnPa+2TM6QgYPohs8Xs0ddqPb1uCUMQ6WamlA/CadTa73TI+PKMxK4eoumFnfrfykGnEtBZXZhcKIIRUlrjQjpSL2/NWti2Z3uDD9lWLceuulAXSqsWY0VRX0QU0bWVp5Ftk6/XvM+svtc1GKt/m1Ot2YU9PX05bX+7NtVG4SQXqvC7cd91C3PH0mQJO9123EHGRuxhbpTDiHOG4Op9cxf7sPo56MhoXSDoc9vcN454XerFp2QLMaQ/AJUvwe11o9leuTg3tu3lo9eWGPQfw9NpLMNPidVyuwzejQWAl690yy7Nd1hTEHEKROO5+vjct1/fdz/figRsWwe9xGz6IzKXTzmmpt+x5aukAvGadzUDC4Xx2s1/zZ7UU3m4lmSc56rWwR2+6ACOhKDoafTh7mt/2C0dCiHHqdKJy6zzMM2wUWZYwb6b9nCW0leVFr3+jMcXShXEu8kVotAW8uOMT83DfS4mNQlvAa2tbX+ub1Ga/F20NvrQCgW0NPig6h4aVnutGI4RqfVydjpMPDPRktM4jpzkcBsbDmDmtDrNa6m3xXLTv5qHXl0IIy8c611wy6gSj3iVW4nW7MDAextpdPcnXVHkr5CDSLjrNyfasUGra2ZyLWgpvtxIthfCVPzsPTXVuNNd7q3aiEVLLTA/4dBcCxDh2XLTTVpYXJ/Rvvs2puqj+9jVdVb+orgZkWcLstgAa6zxZEUF2lMVaihCqdexoA42QyxkyPeCzrcPBCfbHKditL/XmklEnGPUusZJc8laI49ZO89Cp9qxQ6GzWQUuot63shktO5F2yy0LAaegpBCBxxej4SMh2iy1CSGnIsoS57Q14eu0liMYVeKbSFnGOZ+O0YjzccJROrjG3sn+LlT0jC/1aWVRXC1rjVcm5nks27Rgh5DQ9TorHyFjnk1G76MbMZ2nxe2jfTcIuayWj8ppPJq3Wu9SptU2+fWQumU2VHb/XZYt5WEvQ2ayDqkSfWX8pJsJxHDkVxDf+5W0MjIdZHKFEMhUCC1AQUt0oisChgXHO8Tw4URfa0dHjJPKNuVX9W6rs0Zlc/VRqrhuRTTvJnxP1OCmOQsbaTjKqhd6zzG1voH03ATuslczWTVbJNHUqKXYfqSU7O2+5EM+svxTRmEKdZgFMmKmDegoSjSlY+f1f4eYdr2N/33AykfhgMGJZOwbGwjg2NIGBsTAUxfkVtTKf6VQwrJms3ao+JoSUF72CDJzjZ1AUgROjk+ynGsPI3FA3dOe01KO9sTw3AvTaMRyK2GINEospeH84hPcGg3h/OIRYTKlIO2qdXLJYrvWq0+yH09pL9Mkn01aNdbFzq5Df03uWoVC07Pan2lHH4fhIom/PmuZPpiay0rbaSTeZIZvUqdVDpjzEYoopviIt2Vn9yGuQIBnWadXoi7MSRjZnEIsp6B8PIxpXEI0LCKFULJF4NZ3kqc57RVFwKhjB2l09yWd6/AsX2SJZOyGkPNilIINdicUUvD8SQkwR2Lh0PrbuPYz9fcMA7N9PiiLQe2IMt+5KsVOrFmPeTOfZKbNQFIFTwTAmo3G4JAl+rwvNfu3ICbvMDa12tDf4cHx4Emsf77F0DZJ5Xba5zo3e/nGsS2nH1pXd+PCMRrjdjJmwitT1sXqFVe3/cq5XwzaZI0axy5wmhaGVQiJfJJ0VY13s3Cr098x6llx6ohbRGwefW8bqR15Li7ZsqHNDKAJxAQghNKMuS0knYRfdVCnZJPYkUx6unN+B2684L23NV6yvqBjZURSB4VAEoUgcsgycDkbT/FZasso0L/rUrvbXIBZT8NuTY7hu2y/xp1v24qZHX8NkVGDt/zM77X1WJRKvlpM8RRF4dzCIt4+NYCIST05YIPFMR04FMavFn/Y7LEBBSPUgSZLmHJckGmJFEejtH8MN3/sVPn7vL7DpuYP46ifnYVFnMwD768JT4+GkoxmYslO73sCp8XCFW1YZ1EXzZx98BX9y915c//Cr6D0xhncHg5rREGqxklTMHHOjERla7bj9irlJRzNgzRpE7b9rHtyHJZt/jmse3If3RyeTmw61Hese70F/jcpYJchcH1+37Zf47cmxZIR5OderEqA5R+xKuec0MR9NvTMSyivTVox1vrmlp+MLnZNmPEs+PVGL6I3De4MTydfaG3w4OTqJbzz73/jdQBDXbftlUg57T44lx1RLTlN/ng+7rDcqIZvEvmTKw/Luzqw1Xy5fUS65K1R2VJ9V74kxXP/wqzhwdDTLb5Upq6XOy2qHzuYU+sfDWcL9pSd6sPKSc5OCamUi8Wo5yRsORXBydBIbf/Q2+sfCWc90/8uHsG1ld0X6mBBSflwSsHl5V9oc37y8C64a9zXHYgqOj4QQisSxcel8LOpsxtGhEDbsOYB1l81xhC4MRbXt1GTUWXbKLLQ2UXftPoD3Bic0N1Jq0aBy2L9cC+DMtBTNde6sdpw7PWD5GkSr/wY01g1Hh0KIxWvXgVFuMjdvWuvjdY/34OTYJI4NTSAUjZVNVmQd+2HXoKFyzmliDkbS+WntVzJl2oqx1tsLhiIx9I9N4t3BoKaOL3QPacaz6OmJWj4Y1BuHeu8ZZ9e6y+bgrt0HsLy7Exv2HNB1bJV6qFep9Yb6c3XORWJxtDek53out2xaDVMvGCdzjjT7Pcn/L+psxrZV3Wiu9+CJL16EK+d3ADgjAy1+T065K1R2BoMRvDc4gbt2J+ZhaltUMmW1WoJDywXTaEyhKALRuHbKjJgisGnZAszpaIDfY11ovHoak9omJ5zkRaNx9I+HEVME3LIEj0tOTtrhUDTrmQbGwziruY4FKAipUuICeOyVI9i4dD6a/R4Mh6J47JUj+NbVCyrdtIoRjcazUgNsXt6Fe17oxf6+YcztSFRdntlUZ2td6JIlTTtl5zaXk1wbS62NlJlFgzKv8QkIzQXwj267FMeHw1lpKeZ1pBeCEhCaYwsAA2Phgtpp9IqhVv8NBiOa7XC7GC9RDrRS4zzxRe0rrOGYgo/f+ws8etMFZVuvKjr245uf/mjJn10O7FAIjOijdYVf64q2nt5JlelyjrWiCIxORpJ/N7Mdvzkxhk3PHcSWFV1ob/Dh6FAoqeOfXb+k4D2kGc+iu4+u4YNBvXHoaPJh26pubN17OOnQyufYKjUIrdgxNmK/9Rxuz65fgraAN2vObVnRhbuf702mjDMim8+svxSTUQUuCfB77esLqaY0qFaQOUeicQWzWvxob/Dhq5+clzyAmdXix7ZV3di0bAFkWUaL34P+ce1czs+uX5LMx1yIzEdicdR7XcnP0/JbpUZUDwYjmIjEHJcC0Uq4UsdUfsXxcHLTnMqsFj/csoSZ0+owq9lvaXEEp5zkKYrA6WDi9O4Pp4N4f3QSf/uvv8afbklcIe4fCydPMLfuPZwVobJ99WI0+70sQEFIleJ1Sbjt43Ox6bmDuP7hV7HpuYO47eNz4a3R0GZFETipEQGUGtHsliXbO5oBwOuSsWVFuk7fsqIL3hp1BOpd2ZuIxHNupEq1f1pRRRNhvYg4RTP6bCAYSWvH9IAvaw2yZUUXbntyv2bUUv/YJP5wOoiTIyEcHwnhD4NBnBgJ4fhwCH84PYG3j41o/m6+/tvT04etGbeftq7sRkdGZBQxB63UONG40JTr+NQY3v/yoSw9YNZ61ePWth8ed/mLExaLFUU9iT6KItA/Oon3BoM4OjSB/tHJnClftK5o7+npw7ZV+W9dljLWWnKrKALDE2G8PxLC0EQU7w9P4t5rF2ZF9m/dezh5c2bdZXOSn6k6OYrZQ5Yqtx6XrL2PrtH1AKC9l9+yogv/66m3kmnTxNTrqmMrlVQnrBnpJAodY6MpAtRo5W2ruvHUmouxbVU32ht8iMTimjcH7tp9ALdfMTf5DNtXL4ZLRk4dPjgewQ3bX8WSzT/H1Q9ULlWBXQqHVgOKIiAg8PgXLsKjN12ARZ3NaKn34tGbFmPLtQuzIv3X7uqBLMtoC3hxaGAc7w+H8h7AFCLzXrcLE5F4cp5p+a22repGc507mSL2xMgkvC4Z37x6vmNSIFpJzUc2q7lZguEY/F4XHrzxfKx/4s3kCcqDN54Pn0fGOc3Wn0Y5ITpCUQSODU9gaCKa1m+bl3dhYCyC/X3DWPd4DzYtW4Cbd7yO/X3DuOeF3qlI8QD8HrftnokQYi7hmIKfvHUMj950AVyyhLgisPuNP2D1pedWumkVYSQU1o0Aagt4sW1VN86e5ozo4NZ6L0Ybfdi0bAHqvYlFWnujD6319joUtQp1Y5kZwTOjqa6sB8W5HCiZERlxRRiKPktdg4SicRzuH0+LRNKKWmpv8OFrV83DXbsPpH2fGb2fGnmSilb/3fGJefjQ9ACeXnsJYnEF7hKKTrGIS34mNaLnHv7FYTy0shtfSomGf/DG87H9P34PANjfN4y7n+/FU2suBoCC+jbfmMTiwAP/figtsvmBfz+UvBnDKDKSilZk/pYVXRht9GF2a0AzOlRN55daDPWOT8zD3PaGsu3B1MLA/WNhDAYj2NPThzs+MQ8NPlfWnuqBGxbhO5/9GM5u9uNQ/3jyBhSAZESsiurkqMQesqPBh60ru7NuzdTywaAsS5jb3oAnv3gRonGBP5yeSLOjG/YcwDNfuhTbVy/GfS/1YvPyrrRIztQDAi37g7siawAAIABJREFUWMqhXqkRy6n2u84rZ9n7LSu6UO+TMTKhffA9p6MB+zZcDo9bxvhkDFc/sE9XhxttR7kxYm+qJQ1qudHqyx03XwAACEXiCMf003MNhyI4MTKJzlY/Hr3pAtz/8iFDUfL5aAt48cG2emxZ0YW7dh/A/r5hPPbKETzxxYswPBHFidFJfPdn7+Bvr/5oMkVsqryrc8COwaGVouadzWpulo0/ehsbl87Hm+8OZjlEvvgnH6rYglU9jbErw6EIonGRXBQBZyL0Ni6dn0yqPnt6ILnpHRgPT0WK13MjQEgNIEvAn8ybgZt3vJ7mdKrV6T8RUfDuqQlNR+BZ0+pwlkMczQDgdsuY3RpAvdddsiOwGtC77tnsL+8m36gDZfvqxfBORZ8ZSUuhrkGODU3g5h2vp/1MXfSnbgI3Lp2f3Gymfq++P3VtUGhakbObSysKR6ekMVxSdmqcV34/iK9dNS/p8HfJEna+cgRP9xxNvmdgPAyv21XQmtXImMQVBS8e7MeLB/vTfnfj0tyF0Kx2QhB7MBiMZEXm37X7wNSBqFszrUGudH7lkCG1MLC6R1LXRPe91IuvXfWRrD3VbU/ux8al83GofxybnjuYpbsnIvHk96lODqv3kG63jA/PaDTlYLCaGApFccP3foV7r12oaUejcQXzZjTi29d0QVEUPL32EgghshzAZqfdMmIPjTpOI1GRZe/v2n0AT625WPfg2+9J2IuBsTBWP/JaTh1uFweuEXvj1DSoVqPVl32nE9+rfjmtfvS4ZRwfznb03v18LwbGwyU5emVZwuy2AJrrPXhqzcWIC8AjS/jmj99OW4P89V98RFPef7Dm4mQQBteVCWpb+yM9N8vWvYeTDpGP3/sL3LzjdXzm/E7Hn0ykXm89NjSB00HzrhiGInGcDkY0DYB60j6rxQ+fW8az65dg34bL8ez6JdzcEVJDKAJZV6E27DmAWq2XEVME7n/5UNbVrK0ruzGj0f6pM/So0eHMQpYldDQmUm/5vS6EInEcHZ5A/9hk2a58al2vTXWgpNre9qnos0LSUuS6vpu6CUzNOamXf7LZ78mbn7EcKQh4tdUYkk5BvkhcwdnNfnygLYCzpvnxmfM7Na/oZxafVNMXaGFkTGRJO8WdKhZ2cUIQe5Arb34sruiml7Aynd9gMJJ0NKvt27AnUSBOlqCrN/f09GkWVF/YOa2k/VVqWoD3h0M4ORIqOh2N2y0n9cTZzf6adDSr/XlyJIT3hxPFHDcunQ9FaKcjUiPR2xt9mDHNj7Ob/bpyaJZ9NGoPjabuiOSoe6W13t22sjvpXzGiw81IIWIGRtrqlDSolUarL+u9rjS/nFYKC7csJYMogDOO3n+4fiGeXntJyT4mWZbQGkjMsQ+01kMRIuuwW++GoKKIstiPzJS15dxPmE1FIpslSXoEwFIA/UKIBVOvtQJ4CsBsAO8CuE4IMSRJkgTguwD+AsAEgJuEEG+a1ZbU3CxqioeNS+ejLeDF2c1+R+TMzIXWyaV6pXd2W6DkZ4sLoVtEQ8099dDKbtR5JMQVOCpijxBiDorQMcrOsJOm45YlDIyHk/am2e9JpJ9o8DpuYxaLKfjtybGsa7MfntHouGcxEzVF18nRybRrpeWKpNW7XqsVUS3Lkmb0mSxLGBgLa0ZM5bq+m7oGSC2moldYZSISr8jGi05JYwgDBfn0IuwURRSkD4yMid/rwn3XLcQdT7+V/Mz7rluYLBDFKDKSip48TETicLtkW6Qo1JP7toAXitAuCDgRieP2K87DeR06qT0CxbVFa5+4eXkXHnvlCL5yxXk4q7mu7Ddzqgm1P+97qRefv/TctJQY9167EA/csAi3PbnflDQYudqQLz2GUXtoNHWHR+/GlM5696zmM/4VIzrc7BQixWKkrXbQMU5Aqy9Tb2lk+uVmTqtDg8+FkZB2eg0J5al1o9XOU+Pavi9PGfLTW72fMJtK7QR3ALgq47WvA3hZCDEXwMtT/weAPwcwd+prDYCHzGxIam4WVbA3PXcQAZ/b8Y5mQPvk8q7dB/De4IShaJ58SfDrPC7s6enTPLH82DlNeGrNxeg5cgrnb3o5Z1EgQkj14tOJSPDViDMyU4+2+b14aGU3BsbDWLurB3f+8C1Mb/Shuc6T/8NsRr9GocN1j/egfzxc4ZZVFjVFV+Y1O7MjaVXZOj4SwowmH55Zf6mhCLfM6DNZlnIWAUrdPGV+fmoUz9a9h5PrqdTvgTNrg4Wd0yqyQLZLZJTdaQ948VdXnJdWkO+vrjgP7QYKoxWqD4yMSZPPg5aAF5uWLcBTay7GpmUL0BLwosmX0JdmRpHZrdAgKZy2gBfbV2UXZOts9Sdvb5QaHVqqnOjJfUejDz63lKU3t67sxkfPbsKHZzTCM5V6wKwIbK19ohplvfbxHrzVN8K9WwGo/bm8uzPrRt+dP3wL45MxbFq2AHu/ehmeWX+p6bbQaEE/o/Ywl+1PpSPHjantqxenrXdnTkscYKjzSFGUvMU4jbaj3Bi1NywSmx+tvvxgW72mX87vdUEIgaX/uA+/PTGmKbv1PldZ+lmrnR2NvqxbJltXJopiAuauJazaT5SLikQ2CyH+Q5Kk2RkvLwNw2dT3jwHYC2DD1Os7hRACwKuSJDVLknSWEOK4GW3Rys1S55H/L3v3HiVHdd+L/rur+jE9PSNmNJoRGImHdYRshQjDjHnpXl8cYoxtEkIk7BMQsrENErIvOVwbw8mxVnyP4ixkmcMJxwEJxQ9AkBgjEzvgFyHh5Ab8QAIjOwIZYyQkJDSj0Yw009Ov6tr3j56qqe6u6q7uru6u6v5+1poFmqnurt7127+9a1fV3lgQb4/EUO5xskp387iZz2lBPIrbPrAM9zw9d+VpsDeK7ogKKYE/vf95zqNH1OFCqrC9My2kBj/HVuKUR5cOxPHtmy+GpkuEFIEF3RFEo8FbRsFpocPixeY6jXWKLisv76T1cg5iN/MQOs3/WTxPdVQV+M76S5DVdERCiuP8k26/o1cL+vnlzii/i0RCWDZYmJ8G4xFEIpXzU7X5wM0xmUhm8YlvvlByB5ERm17dRcY5vduDoggsO7UX373lUqSyOSiKQERVML/bmyeHvIgTu7i3Lgwcj4Yack5ql0+dzhONaZC6IyrP3apglKfTNFJnzO9GLBKqOUd5taBfNe2hm7m/y83XbZefARTUoyuWD+HRT18EVRGO380P61jxrmXvOJUlgJJxOVUBrv7a8wXTaxQvpLkg3pjYKPckl128e92XaMb5RCP56cx2oTGALKU8IoQYmv396QAOWrY7NPu7gsFmIcTNyN/5jDPOOKOqDzbmZqn1ESQ/K/c4WaW7edyefBqLGmS0HHK6xF89tRc/2TuKx9dfEtiK0Uz1xC5RK7mN3WQmh7/+wasFj2X/9Q9exdeuO78t865VuTx6en93i/eufo6PTjbgUTIvNTrvWqfoatTj/V4ujFbvFBPGPNVe8rrD3i4nic3oM0QiIZzuYnC5WC35IBpSZhdvy9eZ4ide3MSmF4MQXGiw8ZrV31UUgaF53uYjgxdxUikXNeKc1CmfDvREyk6FOJnM8twN7mPXOO92mkYqFgnVlE+8XtCvEe2h8cRUMbv8PDaVLqhHP9k7ir1HpgKRb/0w6F0NP48zOJWlNQfqusSbx2fMWLFOr/HuU3trvnhT7346LVztdV+iGecTjeTvs8E8u8gpuRddSvmAlHJESjkyODjYhN0KBrtb/7esXoEzB7or3s1TqcGyPr4L5OfVu+7vfm5Oom7M42gVlIrRTIxdCiq3sSuEMB+h+9gDP8O6h3djbDqN/JT87cnIjzOzC8Ocv7jP/Fs7nbiVe3TSzxqdd4un6AK8XySmXBtd7SN8fpxiohEL+rXDo61+7jNUmw/GExnc9cNXkJm98zmT03HXD18pOMbNik3O6d14fo5dt7yKE69ykdtc75RPQ4ooOU/cvGqFOUXi1mdfb3lb4AduY9c477abYrKe9r9ce2iNASEErlg+VPBap+PXyvaQ+bZ5gp53xxMZvHEsUdAPmJteI+S7vpyu69h41XJ8++aLse2GYZy/uK+u2G7G+UQjeX5nsxDiRinlN2t46VFjegwhxGkAjGUfDwFYbNluEYDD9e5npyh+vFUV+UFhN4s9FN8Vff7iPtx6+VLkZH5FzKMn04WPgM3OVWNs7/SYQxAqBhF5RxUoyQWbV61Au86ioWk69o1OmavNG9/3qz/eh5cOTrbViVu5Ryc7WTOm6HJ6cikWUau+I9jLKSa8mvqCJ6PBU20+0HUdn/o/3onPfWduiqW7rz0Puj437Uazpj/hQoPkRrPjpFw+rebpD6d8mszkCu5wFUJASok/u/BMfPXH+zA2nea5WxWsT/zqul7XNFLA3PE3blzY+uzreOngJIDZhbZ1vSQGtq4ZBpC/W9iv597Mt+RWRsvh3mdeKzmP3LZm2NO49qLvqusSxxIZbHpyb8H534PPv1FzbAd9yt9GTKPx/wKoZbD5+wA+DuCu2f9+z/L7zwoh/gHARQBOeDVfM+DtfIB+VevjrdYO/mBPFF+4cpk5Ofk3P/FebPzerwuusK7bsRubrj4XN37rBQD5q04PPv9G3Q0tEQWboih48Pk3CqbRePD5N/Dla1a0etc8p+sSh08kzYFmYG7BnY1XLcemJ/f6suNfD0URCKsKpJQIqwpz/KxGT9HlNAin6bLqR/jcPFLrpr/k5dQXPBltvVr6yE6PUtu+v4Q50AzMLaL1nXWXmNs0a/oTzulNbjQzTirl02oe1y6XT4sfEdf1/Dnb1jUXICcBKfN5gOdw7ljL05pDqy1Du+NffONCTqIkBtbv2I3H1l2Cv/wj/557M99SMaf+RiSkYmw6bU6d0RcLYyaTw2l9XZ7FtVd91/FExvb879FPX1RXbAd5yt+aBpuFEHuc/gRgoYvX/z3yiwEuEEIcAvCXyA8yPyaE+BSANwFcO7v5DwB8GMBvAcwAuLGWfbbDxUDKMzr43//sSiQzORw5kTKvqjpNVH72grjZmVnUH8NtH1iGU+d5lwyIKHgG4hHc9oFlHdGpnExmkJMSd197HiaTWfMulEMTSbz71PyAiR87/rViO9p4Th1wp0G4IyeSNd0RXG4eQrfH2cu56ngy2lrNqNtZXcdgT7TgQuTWZ19HVi9cULAZc2S2y5ze1FiNjJPiXK8qpQOJ1nxazdMf1S4INxCPsG2vU7051K49Lb5xQUppGwNSypasC+L2AiXzLVmVqyvW3LXu4d3m3/pi3vUFveq7Fufk8xf3Yf1lSyBnP6MTY7zWO5sXAvgggImi3wsAz1d6sZTyzxz+dLnNthLAZ6rdQTecAuvbN1/cEUnP7V1KR06kSh4H16W0vULeHVXZcBBRgU7pVGazORyeTGH9jtLpM8am0zUvDONn44kM7nl6X8Fg0T1P78OXr1nRdt+1kZza40onq3aDcI24I7hcf2lhb5c5TYKXU190St7wq1pOvqq9EzqqKgVPzRnrikRbtMBo0BZ+Ine8forVyzgx9k3XdRyz3BVnNz0hUJhPq8n11nyq63rFO5a5YGb96u0fObWn1hsXjPWR/PAEULWD617Vo/zUBWmksjmoQrieLpRawy4fV8o3XvYF7T7fq76rNSefv7gPn//gspLpZOu5YBfEGRlq7c09CaBHSnmg6Gc/gGc927sGcwqsQxNJXHPfc9h3dKriojpBZTQI19z3HFZu/lfb71vucfCcLm0nKl8QjwZ+8R0i8l47LMxVjqbpOHxybqAZmMuXt16+FNtu8HZuMb/QdR0fv/RsbHpyLz72wM+w6cm9+PilZxfMuUrllWuPa1kkz25h4HrvCHbqLx05kcKrR6egafnj7fVibu2eN/ys2pMvN/3KktdImAPNxvvf/vgetGnXm1qglrhsxb798tCJkvOtdTt249bLlxa8xppPq831xh3Lx2ey+Oi2n5YtD86ZX796+0dO7al1UbRGtPe1asSivpUYdehP73se7/vKs/jYAz/DvrensH884Ys6ToWc8nGlfOPlgqp2nx8OKZ70Xa31cf1lS8yBZuP71FMf/NyWlVPTYLOU8lNSyn93+Nt19e1S8zgl8clktikJspWcGoS3T6bMFY0nkxmMTqVtK39XWMXCeV347oZL8dwd78cTG1by0Soi6ki6LnF0KoWcbv844zsH41g21J75MSdR0pm6Y+ce5Pzd9/GVcidotZzwW+9gc9s+W1ezH5tKl3RenfpL44kM1u/YjdHpNIDGDHRT8+m6hBCiqpOvWgYasjndNr6Lp9EgqlWrBsDK5VO7feuLhctOTwiU5tNacr3b8vD6wmEnqrd/5KY9rSUGGqWWC5Ru6kk5dvF8++N7cGB8pm3HcILMKf9U29/w+vNDisBDn7wQ3/zEe/Htmy/GNz/xXjz0yQur7rta6+O7Tu319IJdK9oyLzRigcDAsJu/ynjkGWjvK7hODcLhySRWb/2p+fhWKpuzfTznHX0xzsVMRB3P+tjgxquW2+bLWEQ1pxloN+XmCyR3yp2g1TolRjWPp7p59LVcf+nQRBJaTjc/l1NfBJsRD/c8va9k9fdyFw5qvTBiF9+KYLyQN5p9h241UwlY920yma1pesJqpyJwWx6cM79+9faP3Lanfpn+p5r+ildrAjjFc3dEbdsxnCBzOl6qQFPyjdPnZzUdaU3Hxu/9uuDza2HUx7EpeDrFTVCfNmnPs1+XrEn8377wfmy6+lxzhVegva/glrtLCZh7fCsaUrF5VeF0GdtuGOZAMxF1NOOOjCMnkmbnaOuzr5fmyzXDWBBv/UlAo/Dup/qVK8Nm3Cns5m4Jo7/07ZsvxuPrL8HGq5ab/aVF/TGELHPs2j3u6MUdTNQcRjz8ZO+oufr74+svwWPrLik7EFBLLoioSsmUbFtWr0CkRXM2U/tpdhtVzd1n1n2z6z+4mZ6w2tzqtjz8dMdsUHkRe8ZUGZFQfvA0P7+3P9vPavorXt2l6VTGM5kc+6E+5HS8FEVpSr5xmi4jJ+0XY63nrmGv++9BPd/q6DubgbmTIl2XSKQ1jM0+CtruV3Ar3dUN5CvaQE8Ed/3wFWy8ajkG4hEM9UbxjlNi7GwQUcey3pFx97XnmZ2Tlw5OmoMzS4d6oCoC72jzC3O8+6l+5cqwGXcKu71bQlEEFvZ2YWImi01P7jX3deuaYQz1OF9Q8eoOJmoOazy8dHAS6x7eDQB47o73lz1eteSC/lgYC3qj2HT1ueiOqJjJ5LCgN4r+WNjbL0Udq9ltVDV3n1n37aWDk3jw+Tfw6KcvgqoIV7m+ltxaTXn45Y7ZoPIi9oLUflbTX/HqLk27Mt6yegUWzutiP9SHKvV3G5lvdF1iOqVhy+oVBYsSb1874vgUQj13DXvdfw/q+VbHDzYbOu3Rz+LvK4TAl77/a/OubiA/4H54MolVw4vRFwtjKqXhnYPxtn0cnIjIDesdGcWPvr50cBKbntyLb998MRb2drV9vuy0trMRKpVhozvg1Tz6GgopeNfCXjy27hJoOR0hVcFQT7RsnFdaZZz8pZ6pW6rNBZMpDY+/8CZWj5wBVRHI6RKPv/AmPv2+/4TBsL/v1qFgaHYbVU39qXffasmtbLObx4uyDlr76ba/Ums7Y/d5yxb24rsbLkUqq0MVQCyioi/GmPajVuaf8UQGa7/xCwz2RLHxquXoi4Uxk8lh4bwocrq3U14YvOy/BzV3c7DZotOu4Frv6j6WSOMvPrwcf3bhmbj3mdcwNp0273S2DkA/d8f7gXgLd5qIqIV0XSKj5XD3tedhMpnFM3uP2s5reloHPQHSaW1nI7SyDN3eLaHr0ly0MBJSXU+nFdR55jpVPXfP1DJ/7C/2T+KCswbQFwtjMpnFL/ZPYu2ljA3yTjPza7X1x5gmwcit44mM6wGEWnMr2+zmqbesg9B+FvcN3MSvl3dpKorAUG9XrbtPTdbs/GPE50xGw8arlmPrs6+bT2wB+bGt006JBeKu4SDmbg42dzi7x3O2rRnGYG8UX/zHX5Xc6ez3eWGIiBrFLl9uXrUC33vpLWy6+lwsGepBLByMK81EBjd3S9TzKK9XdzBRczTz7plYRMUXrlxW8EjrltUrEIswNiiYqq0/zK1Ujt+Pca3xG9S7NClYnM7brGuOREIq47GB2vv5XipRvJDEsUS65PGcdTt2AwK47QPLGrooERFRUOi6xNsnUyX58o6de/Ch3z8Np57ShUV9MdsFfIj8yrrQJQCcdop9DNezmE8zFjkkb9kt8liLSouXabo0B5qBfFzd/vgeaD5dAIvIjWoWdWNupXL8fozrid962hkuOkzl2C3iDsydt62/bElJXfKq30OFeGdzB7G7urPjUxfZPp6T1XRe4SEiwlzuTKQ123y5ZKgHi/o6Z9oMag/V3JFUz6O8vGOkM7mJr6ymO/ZBiYKKuZW84vdj3IppPoK0aCI1n9Mi7oZDE0m8+9R8nfJTXWpXvLO5g9hdfXzjWMK8WmqwPlLAKzxE1OmM3DmeyNjmy1hYZX6kwKnmjiTjUV6rah7lZX+i87iJr3rjisiPmFvJS34+xq3I4fXcTU3tz24Rd6tF/THEIiHf1aV2xcHmDmJ39fHeZ17DtjXDvn08h4io1YzcufXZ17F51QrmS2oL1dyR5PdHecl/3MQX44raEXMrdYpWxG8QFk2k1rHGB8/bWo/TaHQQu0UGxqbTOK2vy7eP5xARtZqRO186OImv/ngfNl61HAPxCN7RF8Op87qYLymQqll4yO+P8pL/uIkvxhW1I+ZW6hStiF+/L5pIrWWND+O8jYu4tw7vbO4gTlcf+2IR3z6eQ0TUatbc+dLBSWx6ci/i0RAHminQqr0jyc+P8pL/uI0vxhW1G+ZW6iTNjl8+DUDlFMfH2HSai7i3EO9s7iC8ek5EVD3mTmpHjGtqJMYXdSrGPlHjsH5ROYwPf+Fgc4cxrj4SEZF7zJ3UjhjX1EiML+pUjH2ixmH9onIYH/7BaTSIiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunX0NBq6LjGeyHA+FyIiohqxLW0uljc1CmOLiBqF+aU2LDeiUqwXwdCxg826LrHv6BRuemgXDk0kzZVMly3sZaASERG5wLa0uVje1CiMLSJqFOaX2rDciEqxXgRHx06jMZ7ImAEKAIcmkrjpoV0YT2RavGdERETBwLa0uVje1CiMLSJqFOaX2rDciEqxXgRHxw42Z7ScGaCGQxNJZLRci/aIiIgoWNiWNhfLmxqFsUVEjcL8UhuWG1Ep1ovg6NhpNCIhFYv6YwWBuqg/hkhIbeFeEVGjnHXnU1W/Zv9dH2nAnhC1D7alzcXypkZhbBFRozC/1IblRlSK9SI4OvbO5oF4BNvXjmBRfwwAzLleBuKRFu8ZERFRMLAtbS6WNzUKY4uIGoX5pTYsN6JSrBfB0bF3NiuKwLKFvXhiw0quYklERFQDtqXNxfKmRmFsEVGjML/UhuVGVIr1Ijg6drAZyAfqYG+01btBREQUWGxLm4vlTY3C2CKiRmF+qQ3LjagU60Uw+G6wWQixH8AUgBwATUo5IoSYD+DbAM4CsB/AR6WUE63aRyLqDJznmYiIiIiIiIjIPb/O2fx+KeV7pJQjs/++E8AzUsqlAJ6Z/TcRERERERERERER+YRfB5uLXQ3gwdn/fxDAn7RwX4iIiIiIiIiIiIioiO+m0QAgAfxECCEBbJNSPgBgoZTyCABIKY8IIYaKXySEuBnAzQBwxhlnuPogXZcYT2Q4sTi1VC2xS+QHjN3OFuQ2tBWxG+TyIv9oROwyNqkZ2Gcgt/yWk4ISu34rN2q9oMRuI7A+tJ4fB5tXSikPzw4oPy2EeNXNi2YHpR8AgJGREVlpe12X2Hd0Cjc9tAuHJpJY1B/D9rUjWLawl0FITVVt7LajWuZGptZj7HauoLehzY7doJcX+YfXscvYpGZhn4Hc8GNOCkLs+rHcqPWCELuNwPrgD76bRkNKeXj2v6MAngBwIYCjQojTAGD2v6P1fs54ImMGHwAcmkjipod2YTyRqfetiYiI2hrb0OqwvMivGJtE5CfMSbVhuRHNYX3wB1/d2SyEiANQpJRTs/9/BYD/DuD7AD4O4K7Z/36v3s/KaDkz+AyHJpLIaLl637qj8XEFIqL2Z21Dz1/ch/WXLUFfLIyMloOuS+b9In7tc7DNJi9jk/FE1BrtVPf82l7Wq9HHqF3LjagW7VAf2iGv+2qwGcBCAE8IIYD8vj0qpfyREOIFAI8JIT4F4E0A19b7QZGQikX9sYIgXNQfQySk1vvWHYuPKxARdQajDR3sieLzH1yGO3buYd4vw499DrbZBHgXm4wnotZot7rnx/ayXs04Ru1YbkS1Cnp9aJe87qtpNKSUv5NSnjf783tSyi/P/n5cSnm5lHLp7H+P1/tZA/EItq8dwaL+GACYB3AgHqn3rTsWH1cgIuoMRht66+VLzYFmgHnfiR/7HGyzCfAuNhlPRK3RbnXPj+1lvZpxjNqx3IhqFfT60C553W93NjeNoggsW9iLJzasDPSt6X7SDo8rEBFRZUYbGo+qzPsu+LHPwTabAO9ik/FE1BrtVvf82F7WqxnHqB3LjahWQa8P7ZLXO3awGcgH4WBvtNW70TaC/rgCERG5pygCsXCIed8lv/U52GaTwYvYZDwRtUY71j2/tZf1atYxardyI6pHkOtDu+R1X02jQcEW9McViIioOsz7wcVjR15iPBG1Buue//EYEVE12iVndPSdzeStoD+uQERE1WHeDy4eO/IS44moNVj3/I/HiIiq0S45o6MHm3VdYjyRCfQB9JsgP65ARETkJb/3M9hmdzav45PxRNQaQax7fm8fvcZjROQvfo/vIOaMYh072KzrEvuOTpmrPBq3pi9b2OurICMiIvIrtqXOWDbkZ4xPImoV5h/zekdBAAAgAElEQVT/4zGidsb4bo6OnbN5PJExgwvIr+5400O7MJ7ItHjPiIiIgoFtqTOWDfkZ45OIWoX5x/94jKidMb6bo2MHmzNarmB1RyAfZBkt16I9IiIiCha2pc5YNuRnjE8iahXmH//jMaJ2xvhujo4dbI6EVHN1R8Oi/hgiIbVFe0RERBQsbEudsWzIzxifRNQqzD/+x2NE7Yzx3RwdO9g8EI9g+9oRM8iMeVoG4pEW7xkREVEwsC11xrIhP2N8ElGrMP/4H48RtTPGd3N07AKBiiKwbGEvntiw0rcrUBIREfkZ21JnLBvyM8YnEbUK84//8RhRO2N8N0fHDjYD+SAb7I22ejeIiIgCi22pM5YN+Rnjk4hahfnH/3iMqJ0xvhuvY6fRICIiIiIiIiIiIiLvcLCZiIiIiIiIiIiIiOrGwWYiIiIiIiIiIiIiqhsHm4mIiIiIiIiIiIiobhxsJiIiIiIiIiIiIqK6hVq9A62k6xLjiQwyWg6RkIqBeASKIlq9W0RERL7C9pKqwXjxLx4bImoV5p/aseyoHTGu21vHDjbrusS+o1O46aFdODSRxKL+GLavHcGyhb0McCIiollsL6kajBf/4rEholZh/qkdy47aEeO6/XXsNBrjiYwZ2ABwaCKJmx7ahfFEpsV7RkRE5B9sL6kajBf/4rEholZh/qkdy47aEeO6/XXsYHNGy5mBbTg0kURGy7Voj4iIiPyH7SVVg/HiXzw2RNQqzD+1Y9lRO2Jct7+OnUYjElKxqD9WEOCL+mOIhNQW7hURdaKz7nyq6tfsv+sjDdgTolJsL6kajBf/4rEholZh/qkdy47aEeO6/XXsnc0D8Qi2rx3Bov4YAJhzxAzEIy3eMyIiIv9ge0nVYLz4F48NEbUK80/tWHbUjhjX7a9j72xWFIGlgz14bN0l0HI6QqqCoZ4oJyMnIqKOZrcy9LKFvXhiw0quFt1mGrEKuKIIxosPGcd6fncYj627BFJKHhsiappq24ZGtE9BVUu7yvIjv+N4XPvr2MFmXZd4bWyaq18SERHNKrcy9GBvtNW7Rx5q5CrgiiIYLz7ifKxj7PMSUdO4bRsa2T4FVTXtKsuPgoDjce0vMNNoCCGuFELsE0L8VghxZ73vV+3ql7ouMTaVxlsTMxibSkPXZU2f69X7BEWnfV8iIj9zysnG74+cSFa9MnQ2m8NbEzM4MJ7AWxMzyGa5sEc1GtlOlntvrgKeL5/jiXz5vHk8gfFECqNTqbbpsxjH/+0a6nWj9sVattbfjU6lzGPRDmVPwaHrEqMnUzgwnsChiRmMnkxB0/RW71bgeNmWsX2qT3H5DfZE8faJFA5Ntia/Vsr/5fapnrjiOIS/1VrPdV1idCqFN4/nzzuOJ6o/tpVig2N/3gjEnc1CCBXA3wL4AIBDAF4QQnxfSrm31vdMO6x+mcrmoGk6TqazyGo6NF2iK6zg7RNprNux27zqsu2GYSyIR6AoiuvHUoJ8ldHuURwABb/rj4UxkcwW/Lv4atW2NcPoj4chJaAqAqqioK8rlH9dToeuS4RVBYoAhCIQUgSSGefHfzRNx+h0GtmcjrCqoDuiIJEu3b54/4v3lY8WkVdqWeyvExTX1aGeKEKhwFzvdM3INbquIydR8VF1XZeYSmcwncrl25uQAiEEsjm94HW6LnEylUEinUNOl1AVAUUBdB2IRVTMi5bmNF2XBWU+GI/gt8cSJW3Q0sEeM1fffe15JW3jYE8UGS0/oCyEgCpgtn2alsOBySQOHU+iO6JiJpPDTDaHwZ4wptM6dCnRFVaxIJ6/GyeIj3TW8iiq23jPZnP4zdg01j28u6CdHOyNQkoJRVFs2yugtCytvwuHFERUgbcmUoV9lzXDGOiJQFWUqlYBdyoDu3gPhxSEFIGsVrkOlCtbL3OGUx9m/3gCR0+mcPvjezDYE8WX/ng5jieyZiyfOdCNswbituXt99g1+pz3PL0Pd3zo3bbHOpnNQddlyXdJpTSMJzPQdImQIjAQi6Crq/CUIZPRMJaY22YwHkEkUriNNT6m0hoOWvLEmQPdAIC13/iFGZ9bVq/AV360D4O9EXzxI8uhKgKRkIpTomrBZw31RBEOzy0g5CZW3GzDx87bh9tjqesS+48lcOD4DLojKhSRv3t0JpNEV1jBgri7vFPN5xnbxSIqNF0iq+kIhxSoCpBI5xBVFegS0Gdzp9351UQyW5B3YxEVWk4ipeWgCIGwIhAOKeiLuT9HtbYflc6/il87mczgyGRpe3NaX1dJ/8Tp+1jLJJVx3z61O6N8k5l8PzEWUpCTgKbrUIQo6QOGQwrS2bnyO39xHz7/wWW4Y+ce89h868b3IhbOl3UsrCKkuj/ehmw2h9HptGNeNvY7q+kYm85gvSU2HvrkhUhmc4V9nxuGceopUaQy+RytKkA2J3Gs6LXFYye6LnEskUYqm4M6Wx59sXwb7zTuAnjXprPdqF25fmi5fmfxcd2yegUWzuvC4r4YjiUyyOR0qIpANKRASiCZzZnnQVMZzTYmt90wjNP7upDJSUhd4lgiUxCf228YwWl90fx5mJToClWuN9lsDodPpjA2lcZ4IoOduw/iz//wHMyPh5HTUTZPO8W1U2x51Wf2Op4DMdgM4EIAv5VS/g4AhBD/AOBqADUPNgvAdvVLANh/PIFEWkNG0/HPe9/GdRefZTaeQL4SrHt4NzZetRybntzresDY6erNExtW+vpxU7tK/dAnL0Ra083fXbF8CLdefk5Jpf2bf/5NYbntmCu3zatW4LW3T2DlOUM4NpXG7Y/PNYJ3X3sevv7vv8ONK8/GV360D2PT6ZJy1jQdrx6dKvjM+66/ADt+egDP/268oEEp3v+ta4Zx7zO/wU/2jgZq0J8oiOzq6tY1w3jXwt62GnC2Du58/NKzCzr2djlG1yWOTiVxbDqLW3bsxmBPFF+4cllBLjQGg4+cTGJiJosNj7xo/m3zqhV48Pk3cOPKszHYG8VXfvSqmdP+/qaLcCKpFZT5I5++yLYNemzdJebvJ5PZgrbx/MV9+MKVy/CxB35W8rl3fujdiEdUHJtKY+P3fl3Q6euNhvCfLa8pbjOCkndruUjsNt41TcfbU2mzMwvMtZObrj4XkZCCB59/A7defk5Be+VUltGQUjBw99AnLyztu1ja4Ec/fZGrVcCdysC4SGEX73973flIZXV87jsvlz1BdCpbXZee5QynzxmIR3BgfMaM3S2rV2AmkyuJ5VO6Qxg9mQlc7Bp9zo1XLceb4zO2x/r10Wkk0lrBd0mlNLw2nsAtlrK/f80wlg7EzQHnTEbDvrHSbZYNxs0BZ2u5b1m9AgBKyjakKAXxefvje7Bl9QroErju735e8N7/y1IH7l8zjHcN9SAcVl3VNzfbBPmGECpUzbGcTGZwdCqFjd/7tdkGr/n6z6vKO24/z7qdXXu/ZfUKPPHiW7jmgtMLfl98zrJ1zTD+6ZeH8L5lC3HHzvyFsr/48Ltw22MvF7xXd0TFZFcWZw3EKw4W2w3eOJ1/2b327RMps34DhW3ZYG/U3H+780Xj+41NZcwyefCTF9rmLCE6qy7quiy5KFocN/d89Dz0xyP4xDdfMH+341Nz7fv6y5aY7TOQv4FgrOi8+56Pnoe//sGrFY+3IZvN4dXR6ZI2wMjL1v1OZfWS2LC2vcbv1j2cj5cbv/WCeU4/k8nh87P9CGM769hJuYHHnq6QbZ/3uxsuxfi0N2062436REKqbT0PhxTHcrUbT7v98T3YdPW5UBWB6y19ByMPfun7ezE2ncY3b3wvJhMZTKdztvH38KcuxA1f/4XZTy6InYd34aFPXljQzy5XbzRNx77R6YJct3nVCvzNP/8Gq4YXY9OTex3zdLm4tsvnXp1nNyKeg3KWfzqAg5Z/H5r9Xc2EADavWlGw+uXmVSugKMDB40kcT2Rx22MvY/XIGRibSttedemLhV3f7g+Uv3rjZ3aV+sD4TMHvVg0vNgPc2Gbdw7uxanhxwXtZy+2OnXvwB8tPw6HjSbPBM7b53Hdexqrhxbj98T1Yf9kS23IenU6XfOaGR17ETe97Z8H2dvu/fsfcvlVzDImoenZ1df2O3RidTrd4z7xl5JpVw4sLOvZOOWY8kYGWg9lZX3/ZkpJceNNDuzA6nUZak+ZAs/G3O3buMfPkwePJgpyW1mRJmTu1Zdmcbv5+67OvF7SNt16+tGSfjM89MD6DrC5L/n7743ug6bJsmxGUvFvLI35u4z1/XHXbY9IdUc1yLm6vnMrywPhMwe+OJzJl+y5/9dRebLthuOIq4E5lMDqddoz344msOdDsVG7lytbLnOH0OclsDt0R1fz9qfO6bGM5mdEDGbtGn7MvFsa9z7xW0ue9//oLcO8zr5Uel2TGzElA/vvesmM3xpNz24wl7LcZczi+TmW7oKcw1oxti+PplqI6cIslFtzEiptt+Nh++6jmWCYzOTM27dpgN3nH7edZt7P7rNsf34Ob3vdO232wxv/6HbuxeuQMs56sv2yJOdBsfa/jiSwOjM9UjGGnwRun8y+711pzqcFoy6z7b3e+aPzdWiZhVdiep3fYWDPGExkcGJ8pG6O3PfYyDh5PlvT3tqzOl5/R5huc3sPN8TaMTqdt2wCjrlj32y42ysWL8f8bHnkRC3oittsZYydOsXtgfAaprNNT7N616Ww36jMQj2D72pGSfmhIEY7l6jSe1h1RC85zrHnQiO1Dx/Ox7hR/49OZgn5y8d+t/epK9cau32H06433d8rT5eLaLra86jM3Ip6DcmezXdNSMOGJEOJmADcDwBlnnOHqLR98/g1svGo5+mJhTCazs//+vYJEpyoC44mM7VWXyWTW3M7NgLHT1Zviu4j8xq5SF1dSp0pZfNJaXG5SSscKb7xnXyxs/s5aztYBEuvr1NkrL9btnd7f+u9WDfpXH7tE/uA2dp3qqpZrrzkRrYM75TrH1u1zcm5Q1ul1Wk6HIpzzmNHJ6sZcW2K3vVNbFlYV8/cvHZzEV3+8D5uuPhdLhnoAyLL5M6fb/z1XNCeZU573e96t5SKx23jP5nSowv4pq8lk1rYdBCqfpBkq9V1+sncUm64+t+Lq9k5loM1+T7u4dXO8y5Wt5hBXteQMp89RFYGZTM4sI2tdtG6nO+yL32PX6HNOJrMYm07jqz/eZ/Z5ZzI5TKc1vHRwEgAKvotj2VvqtJttrOXuWLZFUxcu6o85blvcZzM+y019c7NNUG8ICZJm9XerOZZu22AvPs+6ndNnqYpwFf/W7Zzey2gTKsWw0/47nX/Zvbb4qSigtC0rt6/WzwKAXE7anqf/5R/9Xtnv0iitOlfLaIUXRSsda4MuJb7yo3zOH+qNFhwbN8egUsxUagOs+20XG9a212DtnxjvpwpRduyk3MCj02tVh/50Lbk+CO2Gn8cZFEVg2cLekn7okRNJx3J1Gk+byeSQKcrVxedH5WJyUX/MHFSt9Hfr+1c7TjUQj5jv45Sny8W1XWx5dZ7diHgOyp3NhwBYb5FdBOCwdQMp5QNSyhEp5cjg4GDFNxzqieLWy8/Bpif34mMP/AybntyLz/7BUhxPpPNzTs4mwZwusXP3wZKrq3973QXY+uzr5r/dDBg7Xb0pHpD1G6NSWxnlYzAqpdWi/hjmxyMlV6Wt5SaEKHkv42/GexoNT3E5GwMkxa8zBjmM7e32v7hBa+Wgf7Wx20xn3flUU34omNzGrlNdDalBaYLcsQ7u2H3f4hwTCc11hgHnPBqanb+xXJ6cyeQKcprd9jt3H8S2NaV3sg71RAvaprHpNE49pQuL+mKIhUOOnzuTyc8Naff36ZRW8DunPO/3vOvUfpTbb7fxHlYVHJvOmHcfGdsZ7aRdOwg4l+VMprAzuHP3QfztdReUbYMVRcFgbxSn93djsDdq+5icUxmEZr+nXdy6Od7lytbLnOH4OaqC+fGwWf5vn0jZbue0L36PXaPPafRhx6bzU7Z87jsvIxJS8JUf7QNQ+l1Cin2dDlliw8021nJ3KttISCmIzy2rVzhuW9xnMz7LTay42aaWuk7VaVZ/t5pj2RWe27ZcG+zF51m3c/qsnC5dxb91O6f3Ms5nK8VwpfOkcvXAeG3xU1F2bVm5fZ1MZgv+9vbJFG5ceXbBefqNK89GLOLvvOu1SEgtaE/LHWurmUzOzPn/z2MvFxybcufdxv9XiplKbYB1v+1iY348jLuvPa/gd/ddPze2Yvzu7ZOpktdax06cYncmk5//227cJRbxLtcHod3w8zgDkB9wLu6HlitXu/G0LatXYPH8GHbuPljyGuv5UbmYvO/6C8zXV/q79f2rHaeaH48U9MPt8nS5uLaLLa/6zI2IZyGl/1dEFEKEAPwGwOUA3gLwAoDrpJT/Ybf9yMiI3LVrV8X3tU6knc1JPPC/X8dkMoMvXPmugjmbrzrvdPyvf3kNq4YXYyAewWBvFI/+bD+2/X/7zcTldi6TIE4iX+uczdvXjqAnquK3owmcekoXuiMqvvzUXnPOsYDN2dyUg+Q2dmsZoN1/10eqfg0Hgv2riuPZ8tjlnM3+mLN565phLBvqwWRKc1zozc1CHNY5m8OqKPmcbWuGoek6PvPoS45tRlDybqPnbDbWiEhmdQz2RvHm+AzufeY1jE2nzXKudc5mY/7PD/3+aThzoBuKEPjrH+yteq2Cdp2zeelgD96cmMH4dAYLeiIIqQInU1rhgjBFC2gGKXYB+wVLc7rEXz3lHAeNmLPZbk7Z7WtHsGSgG0em0hibyi+CEw2pOK2vCyeS2YLjwDmbm8oXsVuPao5lpXmUgz5nc29XuClzNhvf6dbLl+KsBXEcPZnC5h/m5zK17r/bOZvLLdjq97zrpVrnbC5ug69YPoQvfmQ5FEVAEcBbE8mCeGnknM3Gft96+VKcvSCO7oiK6bSGu374ijm2MhCPIJPL4VMPFp7Tf+1fXsPYVGbutdH8gtNu57YF7BdT9irXe9hutF3s1qNSuc4tnpd/QjAWUdEbCZXMkew0Z/Ntj71sxuSZA90YnUqjrzuEqaRm1osrlg/hzg+9GyeSWaQ1Haf1deHwRLKk7pWbs9mu3/FPvzxkjiE65emAzdlcNnYDMdgMAEKIDwP4nwBUAN+QUn7ZadtqK1LxSXZ/LIyT6Syymg5NlwirAlpOIqtLqIpAPKogmwOymh6YAeN6Oa3kXlxu1tWFi7fp6VIxncohN1uOIUVAURT0dYXyr8vp0HWJsKpAEYCY3abcKp/GBQMtpyOkKuiOKEikS7e3O8bF+1rhGPqqEeBgMwVpsBkorau1rpLrd3aDO5VWpp9KZzCdyk8d0BVSIIRANqeXDPqeTGXyqyDP5lBFAXQdJSuRG6/TdelJmVvzpxACqgAURTFzfPF+hUMCUgeyuoQuJbrC+ZMDoOrVv30Ru7VcJHYb75qm4/jM7MrZApAQkFIWlHOlttXud+GQYraf4dk7G3K6bk5bUG3fpdzFiOJ4Nz47q1WuA+XK1sucUWn/K/UNaogBX8SuHTffJZXSMJ7MQNMlQorAQCxiDjQbMhkNY4m5bQbjEXOg2e6zYhEVmi5L+s52x1mZncLO2MdTomrBZw31RBEOz91p4yZW3GwTxBtCGsC3sVuNao6ldduQIqDpEpouEVEVDLrMO24/z6lOhEMKVAVIpHVEVQFd5qdCsMtLxr+teTcWUaHlJFJa/omjsCIQDinoi7mLYet+WdsPN/WgUh6t5t/WMnHKGWW0RewW03WJyWQGyUy+n9UVUpCT+aksFFHaB6zUBlv7Hbqe76OFVPfH25DN5vI51SEvF+y3BLrCijlQbNevDIeUufqg5utDMju3jwt67J++sht4rBT3XuZ6j96rLWO3HrX2vcem0/k+tSIQDSmQEkhlcwipCgbjEUxltNmYlAgr+TGnnIRtDAJOrwW6QkrFelPc7xiMRzCRyiKVrZynq41rr/rMXvd3AzPYXI0gVSQKDF81AhxspqANNhPVgLFLQcXYpaBi7FJQMXYpqBi7FFRlYzcoCwQSUZ04cExERERERERERI3Ufs8wExEREREREREREVHTcbCZiIiIiIiIiIiIiOrGwWYiIiIiIiIiIiIiqhsHm4mIiIiIiIiIiIiobkJK2ep98JwQYgzAgVbvRxUWADjW6p1okHb5bseklFc2+kOqiN12KVcvsCzm2JUFY7cx2uF7+P07+C12G83vxwPw/z76Zf+CELt+KatqBG2fg7i/r/ogdv1abtwv91qxT0HIu83gx3ioVqd9hyDGbjsco1p06vcGahhnaMvB5qARQuySUo60ej8aoZ2/WyuxXOewLOYEoSyCsI9utMP3aIfv0E6CcDz8vo9+3z8/CWJZBW2fub/B3o9i3C/3/LhPnaIdyp7fwf/a/fs56dTvDdT23TmNBhERERERERERERHVjYPNRERERERERERERFQ3Djb7wwOt3oEGaufv1kos1zksizlBKIsg7KMb7fA92uE7tJMgHA+/76Pf989PglhWQdtn7m9t/LIfxbhf7vlxnzpFO5Q9v4P/tfv3c9Kp3xuo4btzzmYiIiIiIiIiIiIiqhvvbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjq1paDzVdeeaUEwB/+ePnTFIxd/jTgpykYu/xpwE9TMHb504CfpmDs8qcBP03B2OVPA36agrHLnwb8NAVjlz8N+CmrLQebjx071updIKoJY5eCirFLQcXYpaBi7FJQMXYpqBi7FFSMXWq2thxsJiIiIiIiIiIiIqLm4mAzEREREREREREREdWNg81EREREREREREREVDcONhMRERERERERERFR3TjYTERERERERERERER1C7V6B4JI1yXGExlktBwiIRUD8QgURbR6t6gDMPaIiIhtAZH3WK+omRhvRPVjPaJmYaxVj4PNVdJ1iX1Hp3DTQ7twaCKJRf0xbF87gmULexls1FCMPSLym7PufKrq1+y/6yMN2JPOwbaAyHusV9RMjDei+rEeUbMw1mrDaTSqNJ7ImEEGAIcmkrjpoV0YT2RavGfU7hh7RETEtoDIe6xX1EyMN6L6sR5RszDWasPB5ipltJwZZIZDE0lktFyL9og6BWOPiIjYFhB5j/WKmonxRlQ/1iNqFsZabTjYXKVISMWi/ljB7xb1xxAJqS3aI+oUjD0iImJbQOQ91itqJsYbUf1Yj6hZGGu1afpgsxBisRDiX4UQrwgh/kMI8eezv/+SEOItIcQvZ38+bHnNfxVC/FYIsU8I8cFm77PVQDyC7WtHzGAz5msZiEdauVvUARh7RETEtoDIe6xX1EyMN6L6sR5RszDWatOKBQI1AJ+TUr4ohOgFsFsI8fTs3+6RUn7VurEQYjmA/wzg9wC8A8A/CyHOkVI29Z516+qTC+dF8d0NlyKr6VyJkppGUQSWDvbgsXWXQMvpCKkKhnqijD0iIp9p5IrViiKwbGEvntiwkitiE7lUqU6yXlEzMd4qa2Q7GmQslzmsR+SlcnWLsVabpg82SymPADgy+/9TQohXAJxe5iVXA/gHKWUawBtCiN8CuBDATxu+s7M0Tce+0Smse3g3V5+kltF1idfGprkKKhGRj1W7YnUtJ46KIjDYG23UVyBqK27rJOsVNRPjrZTRHuq6jmOJDM+9Z7FcnLEeUTWc+txu+gmMteq1dM5mIcRZAM4H8PPZX31WCLFHCPENIUT/7O9OB3DQ8rJDKD847SlN0/HWiaSZ1AGuPkmtcSyRtl0F9Vgi3eI9IyIiQzUrVmuajlfePolr7nsOKzf/K6657znsOzoFXZfN3m2iqui6xNhUGm9NzGBsKu3rmGX/ici/jFxy9ETSbA9/eegEz71nGYNgbsslSLmZqJnK9bmr6buTey0bbBZC9ADYCeC/SClPArgfwBIA70H+zue7jU1tXl6SNYUQNwshdgkhdo2NjXmyj5qm4+2pFMam0lx9khrGbeymsvaroKayjENqjUbkXaJmaGTsul2xWtclDru4mM0TR7LyQ961Dn744SJJpTri3H/Sm7mbHc8PsUutZ62vo1Mp7B9PlAyk9sXCvjr3bmXsWgfBypWLUaaHJmbw357Y44vcTK3XyXm3ONccOZly7HO77btTdVoy2CyECCM/0PyIlPK7ACClPCqlzEkpdQDbkZ8qA8jfybzY8vJFAA4Xv6eU8gEp5YiUcmRwcLDufdR1iX2jU3j7RArjiQxXn6SGcRu7ihC2caiIznxsilrP67xL1CyNjF23K1aPJzIYrXAx22+DetR6fsi7froDyE0dUR36Tyq7T03lh9il1iqur3963/M4ejKFwZ5owUDqZDLrq3PvVsaudRDMqVxyujTL9Lq/+zk+funZOH9xH+/OpI7Nu3a5JpPTHfvcbvvuVJ2mz9kshBAAvg7gFSnl/7D8/rTZ+ZwB4BoAv579/+8DeFQI8T+QXyBwKYBfeLEvmqbj+EwGmZyOnC4RC6voj4Uxlsggm9PR2xVCPBJCWFWw41MX5e+WkBIzmRwWz4+Zq0+Wm/ul+PcAqpqb0YtFAHRd4lgijVQ2B1UIxCIq+mLV74ubz5lMZpDM5JCTEl1hFfNjEUwks5xI3QNhReAfbr4IgEBOl1AVAUAiXOcxc4qBWmPPq4UrrO8jhIAqAEVRCt5P03SMTqeRzekIzy6YGAopZixmNR1ZXUKfjccF8ahj3aw3Lq3vGQ4pCCkCyQzjnqhTGDkgreXwD6/8FVcAACAASURBVDdfDFUBBAQ0XSKnS2g5HZqmIxTKX+fPaDnzYvZgTxTrL1uCvlgYM5kcYpF853YymcGJZBbfuvG9UIXA2ydT+McXD+LjK98JKWXd+aVSLrT+XRECigDSOb0gnwZZcb+lt0tFMiNL2pR2VXz8+2Nhs88mhEBEFcjkJKSUiEdVZDRp9pn/58fegy8/9QpeOjgJALj0nQNQIPHWxAw0XSKkCHSFFZzSFUEopNi214oi6m43nQa+n9iw0pxbMRZRsWX1Ctz++B5zLsYtq1eY9Yw6mzU2i+PWD9z0WcvV5Ur9+/5YGMeTGaSzs3leAVRFwfxYBCfT2YLzukp5v7gs41EV87rmzovfPplCIq1h41XL8czeo7h8+UKEVQVfWb0Cx6bTWNQfw6GJJLY++zo2r1qBO3bO1dnta0fMc2k/M8oAkFCFQHa2D9AVUpCTKFjk3Ygx65zMOYmC9j0WUfHNT7wX3REV2ZyOr113Pj776EtmuWy7YRh/9dTeghx4x8492HjVcvMuTl3XMTaVdhUfVn5YjLCeffDD/pM71eQwu+2L/27XN3hzfAZXLB/CquHFGOqN4pRYGJFQvp8elhIPffJC3PXDV3DjyrNx2ikxCAFIXceRyST0oj63m3EKpzG4WuJXEQJhVSCl6SXjGn7W9MFmACsB3ADgV0KIX87+7i8A/JkQ4j3IT5GxH8A6AJBS/ocQ4jEAewFoAD4jpaz7fnZN07H/eAJjU2mz87nu/zwLV71nEW7ZsRuDPVF84cplJR3TJ158Cx/6/dMQUhQcS6TR3xXGb8amSybqXzrYY7uYWzSkYO03fuF60aBqFhmyY/ceW1avwKL+GKbTOc8Wm9N1if3jCRw9mSoos61rhnHvM7/BT/aOchGDOnVFBEaPa7hlx1ys3b9mGGfMr22i+nLxBaCm2PMiZp3eZ/OqFXjw+Tdw2weWYdnCXui6xKtHp7DeUh5b1wxj2VAPDk4mMZXKYiaTK4jHcnXTzT5Ws6jAltUr8JUf7cPYdBrb1gzjtL6uqhoYIgqO4hxwxfIh3P7BZTg2nSlpE9+1sBehkIJISMXO3QfxtevOR9ImV82LhnHkRAqf/87LBXll1chifOn7v667Xa2Ur+3+fv/1F2A6reGbz+Vz8dLBnsBeUC7ut1z6zgGsueRMbHjkRdvj1W7sYvbWy88x29Qrlg/hs3+wFBseeRGXvnMAn37f2RgviudtNwxjIpHBwnlRRMMqDp9I4RZL+d13/QVIdOdwak8UvxlLlLTXp8RC+LPtP7dtN93GtZtHX/tiESyc14VNV5+L7oiKmUwOC+d1mTdeUOfSNL2kL3nf9RdgujuHd/R2IRxu7QUJN4vU2+Vqp/MvoLR/X7yt0d/+8z88B1pOx2csA5vl6qVTWfZ3azhtXqyk733f9Rfga//ymvm5d197njmQ+tLBSTz4/Bt49NMXQVVEYNoXowzufeY32PD+/2S27XbjCkb7oigC+45O4Z6n9+Hjl55dMsAeDSnY+L1fm7+756Pn4e9vugi6zF9Ik7rET/aOFuyHMeUGAFyxfKhgUcHiXO90XL06p6tHPfvQrP3ngHb9qslhlRbz03VpXvDaeNVybH32dfOi+A9/dQT/9+XnFIylWPsdD914Ib5w5bswNpXGmq//3LbeOo0lFI9TAKW5dsvqFVg4rwtnDcRrit/inBmEcbWm956llP8upRRSyhVSyvfM/vxASnmDlPL3Z3//x5a7nCGl/LKUcomUcpmU8ode7MfodBoHjyfN4AGA1SNnmMG3/rIlBX87NJHEN597A9dffCY2fu/XuOyrz+KLT/wKhx3mfhmdtl+M5MD4jOvHDr14TNHuPW5/fA/SmvT0EcjxRAYHxmdKymz9jt1YNbzYk8/odNMp3YxPIF+et+zYjelUbXMOlosvp78dOZEsO2eoV4/W2r3PHTv3YNXwYvP9RqfTZkfJ2Gb9jt0YnU7jwPgMjieyJfFYrm5W2sdyj+o61bP1ly3JX8jasRsvHzzBx9+J2lTxAmSrhhfj0ETKtk001oLoj4Vx2weWIZXVHXNVcf/i9sf34K2JlCftaqV8bff3Wx55Eamsjo9fejbueXofDp9IBnaKj+J+y03ve6c50AwUtintyHp8z1/ch9s/+K6CNnXV8GKzPG563zvxVlE8D/ZEcTKZxZ3f/RUURUFGk+ZAM5Avvw2PvIiMJjGWyNi212lNOrabbuPazaOviiJw1kAc555+Chb1x3Du6ae4Otmj9mfXl9zwyIvIahJHp1s7R77bef3tcrXT+ZebbY3+9rqHdyOZ1ct+tpVTWaY1adv33vDIiwWf+7nvvIxUVsejn74IP/+vf4Av/fG5gRpoBubKYNXwYkxYzkPsxhXW79iNsem0eUxWDS82B5qNbezGDm577GUcGJ/B9X/3cwgIKIpi5sDzF/dh2w3DeHz9JZgfj+CK5UP44keWF8TQquHFJcfJ7rj6YbqkevahGfvPqc68UU0Oc9r+pod2YSKZxqtHp/DRbT/F/7XlWWx6ci++9Me/h3/67Epsu2EYfzq8qGQsxdrvOHB8pmB80K7eOo0lFI9TOI0NHBifqTl+i3NmEMbV2u9WDZe0nI7uiGoeQABQFWH+224C/lXDi/GZR18sSNZOiwdmHeaE6S56ZO/QhPPE415MVO70HopA3e9d/DnF5Wm8p3Fltd7P6HSaLm3LV6uxQSsXX05/OzSRLNuQejW5vtP7GPUyo+Uc65imS3RHVMd41MrM11ROuU5Luf01/r87ogaiUSCi6hUvQNYXCzvmoLdm8+hrY9NYOtiDd/R1VZWruiOqJ+1qpXzt9PfuiGp2qq1zTgel42so7rdY+4AG4zi0I+P4nr+4D5//4DKcSGZLYthaNsXxbD0JU2enWHHqbzr1X4rHjorbTTdxPRCPYPvaEXOwxelxe0URGOyN4vT+bgz2+v/RU2oOp76kIoCMprc0n7mZ1x8o32cufo3bbY36v6AnUrKtU70sV5ZOfyv+3Hf0xfCOU2I4PpPFR7f9NHADeMb3LO4DOC3sl83p5jFx2sZu7CCsKuaxMHLgFcuH8PkPLsOmJ/di9daf4sZvvYA//8NzoBS1bW4XX/TDgmn17EMz9t8PA/LtoJocVm77ZEYvuZDymUdfxOETKWx6ci8WzouW/Zzi8QOnuuLUP7eOU5TrQ9cTv0EbV+vYwWZVEZjJ5Aruhsjp0vy33QT8A/FISbJ2WjwwrCq2v5/J5Ep+5zTxuBcTlTu9hy7h6STokZBaUp7Ge04ms558RqcLKfYL3IRqPGEqF19Of5ucPRl1aki9mly/3Ocb7+dUx0KzddspHkMOr6u0j+U6LeX21/r/QWgUiKh6xQuQTSazZdtEI49OJLOIhUNV5aqZTM6TdrVSvq7UDgzEIyXtQJByXHG/xdoHNBjHoR0Zx3f9ZUtwx849Jf1Zaz84p8uSeC4ejHbqV+rSuf9SPHZU3G66iWtFEVi2sBdPbFiJ5+54P57YsNL3j5WSfzj1JXWZj/tW5jPrvP5WxXWjUh/U+hq32xr1Xy2qR+XqZbmydPpb8efGwiomktnADuAZ37O4D+C0sJ8ye+e2tcyLt7EbO7CeDxk58Et/fG7JndHrHt5dssC828UX/bBgWj370Iz998OAfDuoJoeV2z7ncGHb6K/sPzZT9nOKxw+c6opT/9xaL532cWZ2XQqvy8Sv2rMH7UJIEeiPh835iwHg8V1v4v41w1jUH8PWZ18v+Nui/hjmxyMlyXrn7oPYvKpwu203DGOoJ2p7p8WZA90V774wuL1boxy799iyegWiIVH3exd/zpkD3SVltnXNMHbuPujJZ3S6eTHVjE8gX573rxnGvFhtSaZcfNn9bfOqFdj67OsAnBtSL2LW6X02r1qBnbsPmu831BPF1qLy2LomX/fOHOjG/KL6beyLU92stI/lOi1O9Wzrs68XlF0QGgUiqp6xAJmRA3buPojT+7tKctDd155Xkked8qZdrtqyegUWz4950q5Wytfl2oFF/TEM9kbN/TAEKccV91u2/9vvcN/1F9i2Ke3IOL7GjRTGglzWGDbKY/u//a4knq0nZMcTaYRV4P6i8rvv+gsQCQkMxiO27XU0JBzbzWrimnctU63s+pL3XX8BQmr+vLCV+cyY19/uPNNaN+xytdP5l5ttjf72PR89r+BCUaV66VSW0ZCwbc+c9jHIA3hDPVHcP/u9rOMMduMK+UVKFfOY2B1ru7GD4vMhIJ8DpbQfaFMFCsp+5+6DJcfJ7rh6dU5Xj3r2oRn774cB+XZQTQ5z2n772hFEKlzUuveZ17CtKPat/Y4zB7oL+oV29dbon2+7Ydi2Xhr52Wls4MyB7prj977rLwjcuJqQ0v+PpFRrZGRE7tq1q+w2Y1Np/Lcn9uDGlWfj1HldyEmJY9MZvPu0OKZSOrKzq61rOQldSsTCKiIhgbcmUli3o3CC/Xuf+Q1WDS/OD4D1RvGOU2IIhRTbCeMBVDWJvBeTzs+thKlDFTBXwqx2X9x8ztyq7kBXOL+ScVAXDyrSlJ0uF7u6LjGRTCOV0edWeo8o6I/VfmJVLr6MvyWzObw+Oo17n3nNnGB/UX+sYKV3t+9Z6745rfJqrPhcvLKzEYtZTUdWlyWrttayj24W0zLeMxxSoCrAVDKHN44lcO8zr1W14JHHWh671L7OuvOpql+z/66PuN00MLFrLDZ3YHzGXIBsyVAcXaqCjC5n595MYfMPX7XNo+UWHy1uv+dF3a0i73a/y+VC4/Nn0oW5bNsNwzhnsAe/PZZo6eJB9Srut/R2KUhmZEmbUoNAxK6uS7x9MoWPbvupOaXG+suWYCCeX1AvldUghIKwKjAvpiKrAZmcDl2XiEdVjE7lHyEe7InirlXn4pRYGDkdc32UsIJTuiIIhRTb9lpRREG7GVIEkpnA9xeDLhCx6yUjNrM5HaqSnxLmwefewJ9csLil+czod97z9D7b88ziba25vD/m3E7YbXt8JoNUNt/flpA4PJnCUG8U8+NhJNJz53VGP9qJtSxDikA8qmJeV8S27+20j2NTaVxz33MFA6flzjssfBG72WwOR6fTACRCigJttg8QDSmYyeYwOZPF5EwWZw50m3PHG2Wj6zpyEpBS2o4dOJ0PAShbbsaTSG7iw8oPi9/Vsw+N3n8PFyH0Rey2UjU5zG77gXgEui5LFindvGoFvvrjfXjp4CQW9cfw/c+uRE7P35WuzE4Bls5JM78BmOsX6hJdIQU5CeiWOqkoApqm4/CJJCZmsvmpMXI6eqOhgvzsNAZXS/wqQiCsCqQ0vWRco8XK7kDHDjbbJYdta4Yx2BtFfyyMyZTmuoFuk8FUKs8XjYDT4KqhEY2qH1Yj9otqy9ft9g3uDPkidqk9cbB5TqWLd0HOo+UGwyv9vtzJcVDUkKN9G7t2/djiVdW33zCCgZ4IUtlc2UF363vFIio0XSKr6U3vD/thQKSN+DZ2q1F4Icndibkf46iZ+9SMz3LzGXW0l76JXS9uOHPznsWDb07lVu9ntxsvY92j9/JN7Dab13nHOlYiAXz5qb34yd5Rx/pQz4VuP7YZLVD2C4eatRd+FA0p2HT1ueZdSFldxxf/8Ve49fJz8K6FvQiFSq+eGo/qWVW4ykrkCV2XpSeERXfWNmIwwzofYocnU9v6X+/2QR+EIqK8cvU96HnU6bvZ/d4up21etQIPPv8GbvvAssDltnbK0U7fZelgjxmb4ZCC6ZSGP73/+Yrft9o2sRHa6fiQN4wnTY6eTJmLWLqJCz/Ec7Fm7lOjP8ttXQ16ewk4l2Wt5eum7JzKDQBzpIXXbYYf80ZQNKL9DoUUvKMvZr7/l69Zgb/8o/L1YcvqFfjKj/ZV/RQyj31lHTtn83gig7Xf+AVu/NYL+NgDP8ON33oBn330JawaXoz1O3ZjdDrd6l0kF3RdYmwqjbcmZjA2lQ7ESsW1Gk9kcM/T+7DxquX49s0XY+NVy3HP0/vMBTMauSIu50NsHK5kTNQZOiWPGjltcHZOu7uvPQ8ZTceNK88OZG5rpxzt9F0mklkzNgUE1n7jFy39vtX07drp+JA3xhMZHBifMQeaAfdx0UnnFc1WTV3tlPbSLbdlZ1dujcqRQa0rbDP8o9HHwm19uP3xPVh/2RJfxUJQ61exjr2z2WnxAWO1Si2nt2jPyK1Ou5tF13V8/NKzzZWGjbvFdD0fq0FeUKOT8bgRUTvJaDkM9kTx+Q8uK2iv7r/+Agz2RAOX29opR7v5Lq3+vtX27Vq9v+Q/GS2H7ohadVx02nlFs7Gu1q6esmtEuQe5rjAO/aMVx6LcGGAzPt+NINevYh17Z7PT6qGTySwW9ccQUju2aAKj065M5iTME3cg/33v2LkHudkLXVwRN5h43IionURCKm69fGlJe3XLIy/i1suXBi63tVOOdvNdWv19q+3btXp/yX8iofz0iNXGRaedVzQb62rt6im7RpR7kOsK49A/WnEsyo0BNuPz3Qhy/SrWsSOqA/EItq8dMYNtUX8Md197HnbuPoita4Yx1MP5V/yu065MSiltv6+W0zE2lUZ/LFwS09vXjpjzE5E/2eUiHjciaoZGPKY3EI/g7AVx2/bq7AXxwOW2dsnRui6hKsC2NcNlv0urv2+1fbtW7y/5z0A8gjMHurFl9Yqq4qLTziuardq62i6PkXuhljxnlF9Gy+HRT1+EK5YPuX5tJUGuK2wz/KMVx8LuM7esXoGtz77um1gIcv0q1pHTaBgrFIdVUbBA4EBPBH/1J7+P+d0R21W3yV+MK1PWyuiHq1GN4vR9X3l7Cpue3FuyyE8QF9Rod06r1gZ9IRQiCp5GLirbHbVvr7qjakNzWyNWBm+HHG091oM9UWy6+lycvSCO7qiKBfHC+VAVRWDpYA8eW3cJsjkdYVXBUE/z5kyttm/XDseHStVTlxVF4KyBOPq6w/j2zRcjJ4GusFIS68U67byi2aqpq+30GLkXqs1zduW37YZhbLr6XCiKUneODHJdYZvhL9GQUjAeF23AGFxxe1K8KHJIEfjadef7JhaCXL+Kddxgs5F83z6Rwsbv/brkID6xYSUHmgPCuDJV3BFp9dWoRrH7vptXrcBXf7zPfLziiQ0ruSqqT1XqOPO4EVEzOT2m50U7siAetW2fF8Qbl+caOTgR9BxtPdaHJpK48VsvmH3e4rLRdYnXxqZbNshTS98u6MeHCnlRlxVFYH48CsTdf26nnVe0gtu62sj2KaiqyXN25bfu4d2elV9/LIyta4axfsdus65sXTOM/tl5b/2ObYY/jCcyBQsSA3PjcV4dH9ftSRVtRaO1U1vUcYPNRvK9+9rz2ub29E7VaVcmrd83mdHwyttT+OqP9+Glg5MAGL9+x44zEflJIx/Ta0X7zBzrrJpj3epy7LS+HZVqVQwy9vyjnR4jb4VGl99EMot7n/kNNl61HH2xMCZn//3la1Z0fHtL7jWjnre6T1OLdmqLOm6w2QhqYyHAdrg9vZN16pVJVRHY9ORexm+AsONMRM1W7lH0Rj+m1+z2mTnWWTikuD7WfijHTu3bUV4rY5CxVzsvpzFqp8fIW6HR5ZfRcvjJ3lH8ZO9owe//8o/c19FGTHtFwVJrnFYTO37o09SiXdqijpsvwgjqZ/YexX3XX1AwOXiQHv+gzmM8BnLNfc/hs4++VPXCJ9RaXP2YiJrJ2mas3PyvuOa+57Dv6JS5yFK7LZLDHGtP1yWmU5rrPgPLkVqNMRg8ldqbarVb+9RsjS6/euuo1/FCwVTrwpfVxA7bk9YSUrZfpR4ZGZG7du2y/Zt1zua//8UBrBpebD7+sXP3QT7+QU6acqm1XOyOTaVxzX3PmVfnzl/ch1svX4olQz2IhXlF2O9auNhJy2OX2tdZdz5V9Wv23/URt5sydutQ3GYApXPhtdOdRT5bUMo3sWvEwWBPFOsvW4K+WBgzmRzOW3xKfk7bIj4rR2q+lscuYzB43LQ31aqhfWp57PpJI9v3eutoI+Il4Do2dquN02pjh+1Jw5UtxI6bRsOYAyUeVet+/IOomYofA3np4CRu/NYLeO6O93dqwxwo7TT/EhH5n5tHB9vlMT2AOdaJEQfGAlGG5+54v+2COCxHajXGYPA04lH1dmqfWqGR5VdvHQ3q1AbkvWrjtNrYYXvSWk0fbBZCLAbwEIBTAegAHpBS/o0QYj6AbwM4C8B+AB+VUk4IIQSAvwHwYQAzAD4hpXyxnn1QFIFYOMS5oChQOH9Z8LHjTETN0oltBnNsqVrigOVIrcYYDJZObG86XT11lPFCtWKfJlhaMWezBuBzUsp3A7gYwGeEEMsB3AngGSnlUgDPzP4bAD4EYOnsz80A7vdiJzgXFAUNY5aIiNxim0EA44CIGo95hqrBeKFaMXaCpel3NkspjwA4Mvv/U0KIVwCcDuBqAJfNbvYggGcB3DH7+4dkfnLpnwkh+oQQp82+T80URWDpYA8eW3cJtJyOkKpgqCfKW+rJt4zHQL674VKksjpUAcQivAJMRBRkjZpXkY8OkhFb87vDeGzdJZBSMg6IyHONaG/aaU2BTmd3LNk/oVpwPCRYWjpnsxDiLADnA/g5gIXGALKU8ogQYmh2s9MBHLS87NDs7+oabNZ1idfGpjlZOAXO+HSGcUtE1AYavXAJHx3sXM6xFWN/gYg852V7w0W92ke5Y8n+CdWK4yHB0IppNAAAQogeADsB/Bcp5clym9r8Ttq8381CiF1CiF1jY2MVP388MRegQH5i8Zse2oXxRMbdFyDySDWxy7glP6k27xL5hV9ilzmdquU2dhlb5Dd+ybvkf37LX4zd2vntWHaadoxdxlRwtGSwWQgRRn6g+REp5Xdnf31UCHHa7N9PAzA6+/tDABZbXr4IwOHi95RSPiClHJFSjgwODlbch1pWQdU0HYcnkzgwnsDhySQ0Ta/4OUSVVBO7XL3XP3RdYnQqhTePJ/DWxAyOJ9LQ9ZLrYG2t2rxL5Bd+id1KOZ15hoq5jV32FwrpusTYVBpvTcxgbKr19chv+9MMfsm7zcQcXhu/5a9OjF3Am/j127HsNO0Yu36IKaMNP3oiicOTyY5qy6vR9MFmIYQA8HUAr0gp/3/27j08ruq+F/537blpdLEly5YxWMHE5RKXimAphMv75JDSUFI4pcSGtiAuuYAdJ4cenoSYc1r3tI+b58UxKW9ojrGBQoJNmjh2eOGFFJLScjjHEIgFxaUuwjHYyFwsWZaMpBnNba/3j9Eez2XvmT0ze8/sy/fzPHpsjUajvff6rd9ae+291/rbvB89CeDmuf/fDOCJvNdvElkXAjhR73zNwMmVLPOVW8kynVZx6PgMhj+cwocnZjH84RQOHZ/hgDM1VLVxS/ZQVYlD4zP49/c+wgeTs3jr6DRGjsdwaHyGjQwRmVYupzPPUD3YXzhJe4z7mi17cMmmf8E1W/Zg+OhU0+pRI7fHj4PaTpFOqzgyEcO74zH8xwdT+Ov/79+z54/M4RUxfzWfVfHLsiSrNTumtDb8zx/fh9+MzeCvnnwDb7z/EQ6Pz+DIRIzjg3macWfzJQBuBPC7Qoh/nfv6AwB3A/icEOIAgM/NfQ8APwfwNoDfAHgQwDorNqKalSxVVWJsOoFgQMGyha1QpcQ/vHIYY1MJHI/xdn038Epnu7MliG2D/VyBtck+ms3W+46WICbjKfzDK4cRS2YwPp3kIzxEZJpeX2TbYD8CSjbPHP1oFhueeAN//MCvsOGJN+rKM1a2g15pU73M7hXbnRQDlZ48dNojt43aHqcNsntZ8V1uRyZieO9EHH/z9H6s3voSNj61HzdffAYe2fMODo/HPNVXtCMX2J2//KCeclFVieHRKVz/0MuG8Wv2843KMqDAEe0HuY9RTHVFQ7mYHJ2axfEZe/ooWhu+qr8XP3zxHdx88RnY+FQ211//0MsYHm18O+ukPlm+hi8QKKX8P9CfhxkALtN5vwTwNau3w+yquXqT2m9e3Yd1n/0tbPmX3+Av//NvW71pZDGvLDKRTqsYHp3Gfc+9hQ1XrUB3WxiLOiI4dV6Lq/bD7VRV4r2JWazZMZSLp02r+vDInnfw3z7/CT4WVsGyu56u+ncO3X2lDVtC1Hz5q2rHEhm8c2wGf/H/voGx6QS2DfbjkT3vFAxI3blrH7Z/6YKq84yV7aBX2lSvM9vPrYWTYiCdVvHm0SmszWuTtw7245zFHQgGs/fUOOGR23yN2h6jQe3H113ChbkspNWHe385jJsvPgPrd+8r6B+OTSXx2sgk1u/ehw1XrUBrOOCZvqJducDO/OUH9ZbL+EwSa7YPFeSO/PhVVdX05xeXZSioYHo2jT/8/p6mtx/kTnr5oSsawoGx6ZIxu+88M4yx6YSlMaa14Z3REFb19+ZyPpCtK2u2DzW0nXVSn6xY0xYIdAJt1dzTulqxqCOiWxh6HbU7d+3DxEwKq/p7HXPVgIw57Y6WWo1OJ7B2xxB+sX8Ua7YPYfXWl3DDQy9jzGX74XbjM8ncQDNwsgO2qr8XqgQfCyOiqiiKgIDA4N+/jC/+4Nd4bWQy21ndMYRV/b0F7z0yEa8pz1jZDnqlTfUDM/3cWjgpBrS+Uf62rN0xhNHpRO49zX7ktlijtsdpg+xelX+XW/Ggw/rd+7D20uW577vbwoglM57pK9qZC+zKX35Qb7kY5Q4tfjMSVX1+flkKCNz08CuOaD/IvYrzw0Q8pTtmt/bS5ZbHmNaGT8ZT6G4LN72ddVKfrJivB5vL0W5FjyXTugHUGs5eYW0JeaOz4GVe6WynMqrufqQznBfIbvmPpsRT+jmhuy2McFDhI35EVLVyJ3b5sgNS1ecZK9tBr7SpgHMfO3Q6J8WAmb6R0x7Jb9T2OG2Q3Y3M5Ij8u9z0YrEzGgKQPfYL2sI4vbvVM31FJ+UCL6u2raq3XIxyhxa/UsqaP58xgI4eXAAAIABJREFUQ3Ywiist/1oZY1obvntoBAvawk1vZ51cpzjYrCN/jrM3P5zSDaBYMoOejggWtvMxNKfzSmc7FFB09yMYYDW2U/GchwdHZ3TLYVFHBEs4pQkR1cConerpiBTO53xjf015xsp20CttKuezrZ2TYsBM3yj/kds96z+Lx9dd0tTHSxu1PU4bZHcbszki/y43vVjUXt822I8FbSEs627zTF/RSbnAq2ppq+otF6P1JLT4refzGTNkB6O4moyncv8PBa0ZM9Ha8G9f04d5DlhPy8l1iqNUOo7NJHK3om99/iC+e+15BQG0eXUfehdEcer8qGc6C25l5kqvVzrbPe0RbC1KZlsH+9HDCx62ys8HAHDfcweweXVfyQDQafOjufkhicjfqr0LyaidOnV+tGBA6hOnzKspz1jZDrqxTdUrDyc/dthsleLXSTHQGlaw5YaVBduy5YaVaA0X1hOnPZJvxfZUKienDbI7XfHxLO7/GeWI/LvcNq0q7R9+cun8bP5eMg+drc2PPY0VT3Y4KRd4Vbm2yqgMy5WLmXLXyx358VtPuTNmyA56cbV5dR+2Pn8w9/9gDWuUGNUVrQ1f2NGCTyyZp9vONurpOSfXqYYvEOh0qioRS5y8Ff21kUnc/Y9v4u4v/A4+tqAVAUUgGg6gM8pFCprN7GToXllkQlEE5keD+MEXL4AiAFUCkaBw3X64SXE+ALI54TvPDOMnt10IAK6NJyKyRy0LdZRrp6xYYMTKdtBtbapRecxrCTr2scNmMhO/ToqBmUQGO146jEdu+RQCikBGlXjwhbfxZ793JjpbG745DVNNH5iLAVamdzx3fPnTpnJE/l1uqqpi55qLIKV0dG60akEpJ+UCryr3iHy5MtQrFwBVLexnlDvqKXfGDNkhP67iyTTePR4DANz1+XMwGU/hO88M4/vXnw+0mfu8anKkXl1p5KJ9Tq5THGwuMj6TxDvHso/J5w843/Wzf+PqzQ5TzSrbXuhsj88k8acPvlzQ4VjaFWVc2kgvHwDA2HQC4WCAx52ISlTTNuWzu52y8vPd1KYalcfONReV5HanPHbYTGbj1ykxEA4G8OLb49g5dCT32tKuKO4MntPErbJfrXmG9OkdT73+n1GOcEp9MMvK+HHbvruN9oh8cRwKIcqWoV65jE3p363f6HJnzJAdtLgamwLu+tm/1dW/qzdHNrqNdmqd4jPfRZLpDO577kDpY1CD/Y64FZ1OcvJk6Hbw2/46AfMBEVWLudpZjMojIODYxw6byW3x6+THR+3ktnJyOr3jed9zB5o+F6ddGD/uYZTjAgJVlyHLnfzAin5BvXWFdS2LdzYXCQcDGJtO4J5nh7HhqhXojIYQS2awpJMLfzWaNqei0eMARld6vXpXUjgYwOUrerCqvxed0RAm4ynsHhrx7P46AfMBEVVqi4r5rW1yOqPyUBTFsY8dNpPb+hpOfnzUTswz1tI7nmPTCSzpbHFsbFXbNuVj/LiHUY4bn0lWXYZuKvd64pv8zYp+Qb11xU11LZ/V9c73dzYXT9zdFQ3hwZsGMDadwJrtQ/jGT1/HKfNb0Bl1/1VsNzGz8q7f7mbpioZw+2VnYeNT+/HHD/wKG5/aj9svOwtd0VCzN80zmA+IKF8tq8D7rW2ymtULqpQrD6ctGucEXdEQvnXFOQgHsqcI4YCCb11xjqP7Gn4sR+YZaxkdz85o2DGxlZ8bR6dmcWh8pqq2KR/jx7n02kC9HFdLGbql3Gvpe5E72bWIXr39gnrrilvqWj476p2Q0nuVdmBgQO7du7fi+1RVYvjDKdy6PW/i7hsHcGZPOybiKV5JawLtako8lcbB0Rnc99wBvDYyCUB/fuIGXvVsSACUi92xqQT+/PF9JXcbffuaPkfO0eM2qVQGb41OY82OoYKJ/M9c5Pp80PTYzbfsrqer/uxDd19ZyyZRA9hcnk2P3bGpBK7ZsqfqufLNtk3ptIrR6QRSGRWhgIKe9giCQf/dB6AdL1VVcWwmiTXbC/NwvQuqNOEOqabHbq2OzyRwcHQad+x8PVcG9153Hpb3tGNBmzP7Gn69A86m/XZV7Fp5DJwYR6oqMRlPIpVWMTadxNq8Purm1X34zjPDZc+TKn220/a3Tq6KXT3VLipWSxk2s9yL/3ZXNKR7jlVr38vo77ggtl0fu7WodxE9K8q53GfU+/mNjEMr/laN9a7sH/H1NBoTsQQ+/GgW3732PEzGU9j6/EHcun0vfvbVi9Ezr6XZm+cb2sl2OqNCAvj20/vxi/2jWNoVxaZVfbjn2WxHymgFaL8MtKqqipsvPgPrd+/LJeRNq7IrX1PtVFVibDqB2VQGrZFAQeedi+0Q+Vutc66ZaZvSaRVvHp0qGDzYOtiPcxZ3VBxwrqZT6ZSTLqPtyD/Z2HDVCmx8ar/lC6pU01dwyvGyS6X9m01m8E/7P8Qjt3wKAUUgo0rs2vsuTus8w/Qq7o1k9mTVi+Xqpz4woD9QdWBsuuaBimLNPp75Fx+DikBrRMH0bLYNmk2p2PDEGwW58c5d+7DhqhVYs30o91o184E2e3/9qlwuqnZRsVrKULsrWtuG8ZmkLflQVSWOzWTPrwJCoCWs4EQsjZsefgVHJuK4fEUPbr/srII+kFZ/65nvtt4BTGqcauK92vxvps2vFCv15kij39cuIsaTGWSkREsogIVttT85Y1XM2zHPtG8Hm9NpFR+cSOQa7vyBzdmUvybubia9k+3vXnsexqaSeG1kEut3n+xIuWGeGztlJPDDF9/JzR08GU/hhy++g7/6w3ObvWmupfd0w+bVffgff7gCf/3kfrw2Mum7ifyJ6CQ751wbnU7k2j4g26Fbu2MIO9dchFM7o4a/Z6ZTmd/JzqgSf5N3EbcZJ13ltjn/ZKMzGmrqgipeP0k1s3/BgMCV552GL/7g17n3bLlhJYIBZ96NY+Zk1evl6gd6Zbjtxn5875/esvziVDOkUhkMj04XnA9tuWElutvCuHPXPnz32vN0c2Nn3vQ2fj9PcoNKuagRi4o1Ih9qf+PeXw5jVX8vutvCWNAWRiqTwaL2CI5MxLGqv7ekD6TV33r6XtUO2FPzmI33avN/d1vYVIw3I1bSaRVj07M4Np3EVx971ZI6aNV+2HHO479nNefoneSt370Pt192JjueNiuYc0ynHL7x09fxjcvPyn3fGQ25Yp4buwkhcfPFZxTM2XzzxWdAMFxrNj6TzA00AyfvFJmYSWHtpcvZcSfyOTvnXEtlVN1OdjpT/mkVo07l+EwSQOmca9c/9DJuvvgMnN/bWfJeO+jNv1dum/NPNibjqdyx1jQyD1c6tm5nZv9SGYl1cydA2nvWPfYqUhnrp92zYn5AMyerXi9XP9ArwzXbh7Cqv7fgfY28OFULvfyoqhLvfzRbcj607rFXocrs/41yYyyZyf3f7+dJblApF2mDPfmsbgOtyofl5todn0ni3l8O585bV299CTc9/AoSaYlvXXE2AJS9uFxP36sRA/ZkDbPxXm3+Nxvj9d5BX+1c06oqMTw6hTc/nM4NNJfbPrOsink7znl8O9hsdJK3bGFrblEUsl7xiYVROZwyPzuNydKuaG6uGL/fgaKqyE2hAZy8QMLFEmpnlJxbw9m7q7YN9rPjTuRj+Sta71n/WUvbolBA0e1kByv0QSp1KvU62et378PaS5eXvNdqRoOH5bY5/2Rj6/MHsWlVX9MWVPH6SaqZ/UurUv8iiA19DSsGPcycrHq9XP3AqAyLc4OTbxIwyo/HZhIYm0ro7p8qZXaKJYPceF7vfMvbJrJPpVzUiEXFrMiHlS4UJtMZrOrvLTlvXffYqzhlbqrScheX6+l7NWLAnqxhNt6rzf9mY7zWWKn1Qvn43JokreGApX0Sq2LejnMe346qGp3khQMKFrRycMkuxScWihC65RCYe/3BmwawZH606StAO0HG4AQw48FFPhvFKDnHkhksmd+Cs3rafR93RH5X74rWRnraI9g62F/Qyd462I+e9vKPvFXqVBp1srXHre086TIaPBQGbb02bYJ2svHayCR++OI7+NFXPt2UARSvn6Sa2b+gol9WQRvKwIpBDzMnq14vVz8wKsOejkjTLk5Vyyg/zqayd+Lp7Z8qJbbcsBJj0wnc8+wwNl59Lp7/5qX42bqLcfbiDixos75tIvtUykV2XuA2uw1mmLlDu7stbHABJfv/3UMjJX2g/Ppba9+rEQP2ZA2z8V5t/jcb47XGSq0XyrU+j9VP8VkZ81af8/h2zmbtJC9/bqz7B/uxqC3sy5XgG6X4xOLY9Cw2r+7DnbtOLnq3eXUfWsOB3Jw77DxlaSeAxfPoBDmPRs2628J48MaBkjmbF3ZEsKgtjFCIJ6JEZI9gUME5izuwc81FSGdUBAMKetojFfsgWqeyeC46rVNpNOea1rm186TLaPAwIGC4zfknG81evK3SsXU7M/sXCSq4/4aVBXMJ3n/DSkRs6BtbMT+gmfjxern6gVEZnjo/6ojcYYZxfhTYPTSCTav6ChYB3zrYj6Ai8LEFUfzktguRkUBLSKlrISlqLjO5yO6FG63Ih2bu0I4n07r5vTUcwJ71n80t8mZ1/XVSn4IqMxPv1eZ/szFea6zUeqFc6/NoT6rk5/t6+iROjnkhPXhX5MDAgNy7d2/F92mr/lZzkkf1GZtK4Jote3IV9PzeTvzNH/02RqeSaA0HEEtmcHp3K5Z1tzmiguRpyMaUi93jMwkcHJ3GHTtfzyWme687D8t72rGgjQse1EpVJY5NZ1dLVhSRe7rBQ7mg6bGbb9ldT1f92YfuvrKWTaIGsLk8HRW7TlJuUTWjhVQWtoWhKIqtHdDiNh5Abiqs7rZwXQvBNUq9C9bNcWzsVtq/sakEHnrhN1g98DEEFIGMKrFr77v4ymd+y/IBkEYu3GdRufqBa2PX6Yzy45NfvwRHP0oULKa2qCOCztYgOiLu2scmc2zs5nNCHNe7DeXaeq2dSKdVDI9OYc32Idvzuwe4InabqdqYtbOemYl/o23S+jyL2iO4/bIzsWxhG9rCASxsd+1FxLIb3fA7m4UQDwO4CsColPLcudf+CsCtAMbm3vbfpZQ/n/vZfwPwZQAZALdLKZ+1aluCQaXsiu9kveIrTWPTCUTDQfz2aS1IpVVXdh4bpTMaRnd7BBuvPjc3MN/dHkFnlHfm1ENRBHrm5g8jInKDcneCNPMOh3J3k9h9t5ZV3LKdtaq0f91tYfzRyl588Qe/tv0u4EbGqtfL1Q/cXoZG+bEzGkZnNIxvX9Pn2oF0Ms8JcVzvNpi5czQYVPCJU+Y58m5Lcp9qY9bOelbr0wFOvgPZLs2YRuMHAL4P4NGi1++VUt6T/4IQYgWAPwHw2wBOBfBPQoizpJQNXdHDCVcgvcKokgHIHePxmSSPsQ5FEfhYVytaQgGkMipCc3fj8zhVxjpMRE5lVX5yQp7zY0faa6wsQzMx6YSBF6s5oS6S81SqW82sB6oqcWwm+5RfQAhEwwF0Rhm3bqaXhwBYkpvMthNezO/kLna0x7X2k/zYN2j4YLOU8gUhxDKTb78awI+llAkA7wghfgPgAgAv2bR5JRr5iJ9fFDc8PMbmqKrEgbFpHqcqMb6IyKmsyk9OynM8uXQ/K8rQSTHZSH7dbzLHiflRL2Y3r+7D4nktTpzWkEwwykORoIKbHn7FktzkxFgmymdne1xt/Pu1b+CkSUm/LoTYJ4R4WAjRNffaaQBG8t5zZO61EkKI24QQe4UQe8fGxvTeUpNaV5sk8/x+jM3Grt+PU6143OxjV94lsptTYteq/MQ85x9Oid1K/BqTft1vM9wSu36jF7N37tqHw+Mxxu0ct8WuUR46PB5jbvIZt8WulZzUHjtpWxqpGdNo6LkfwEYAcu7f7wL4EvQnnNZd0VBK+QCAB4Ds5Of1bpB2m3ssma5ptUkqpS3ImD8FRDCo1Lyip1eYjV2/H6dqsQ7bz+q86xfVLqrHBRKtZ3fsmn1Uzqq87sX2If8YhoIKgopAPOmfRw+NuCXvWhmTqVQmu6C3KhFUBHraIwiFAlZtqqW8WBet4obYdftjzrXkTaOYbQ0HGLdz7BpnsCvOypVp8WtOLGOjMQOqnp/zbrn2uNG5vpa+gdvbI8Ahg81SyqPa/4UQDwJ4au7bIwB68966FMD7dm9P/m3uG65agaVd0ZLVJsNBZ3ZynSqVymBsJoFEWkVGlfjgxCxiyTSWLWhDOBjgMTYhFFB0j1MowMa3WDqt4v0TcYxOJTA/GsLlK3rwi/2juZ8zvojILtU8KmdV++eldlSbOzSVVhFPqZiaTWEylsKCthD+6sn9GJtO+OLRQ7ezKiZTqQzen5pFKi2hCCCVkXh/ahandrQ4csDZS3XRT7S8E0tk8M6xGdz33AHX5Zr8vu/4TBK7h0bwxUvOwHeeGS67L0YxG5sbpCZrVfs4fS0XEMqVaT4n5qZ0WsWbR6ewdsdQ7vhsHezHOYs7OODsQXZOL2FUD6LhQMW/Wc1Ar5n3Vts38Mq0G46osUKIJXnfXgPgjbn/PwngT4QQESHEGQDOBPCKXduhqhLHZxJ4/0QcoYCCu7/wO3hu/1FsWtWHpV1RALB1VW4v0o7p4YkYDo/HcOPfv4Lf+9sX8M2fvo6JmSSOx5K5FT15jMsLKMCWG1YWHKctN6wEx5oLpVIZvJfX2d787Jv4+u+eictX9ABgfBGRvap5VM6q9q/az0mnVbw/Gcfh8Rm8PxlHOq1W9fesoqoSY1MJvDcRw9hUAum0iuGjU/iLx/8Nh8ZjuOWRV3DNlhex4Yk3EEtm8K0rzvbNo4fNZCY+istOVQtvmLIqtk/MpnAilsItj7yC3/3u/8Itj7yCE7EUTsymat9BG7FP63xGeecLW17Epfc8jw1PvIFv/v7ZWNQecVyuUVWJ0alZvHt8Bu9NxHB8Jlv3VFVieHQK1z/0MlZvfQkbn9qPmy8+A4/seQdrL11edTu0eXUfTu9uZdzaoJo+gjbgdM2WPbhk07/gC1texPCHU/j6j17DNVv2YPjoVEnuBYzz0OndrQWvbbuxH13RkI17e3I/yrUX+UanE7mBZiB7fNbuGMLodML27bRKNfvrd3r14d5fDuPDj2Zx9EQc70/Gaz6ORvUgrcqydbC43pWra2bfW23fwCvTbjT8zmYhxD8AuBTAQiHEEQD/A8ClQohPIjtFxiEAawBASvnvQoidAPYDSAP4mpTSlmc90mkVY9OzODadxFcfezV3BeG7156H3UNHsOGqFfjEKR2IhoOuvIW9kfKv7mRUiaMfJTCdSGPDE28UVJg7dr6OH992IVevNymeUvH9fz6ADVetQGc0hMl4Ct//5wP4y//8283eNEdQVYmJWAIfnEgUXA3ftKoP3//nA7jz98/BX1y5gnWYiGxVzaNyVrV/1XxOrXcN1fI4X7nf0btr40df+XTuqbL1u/eVzCG6/UsX5L534qO/XqANvK3Ji49tg/04Oy8+zNxxY1VsJ9Iq1s31y4Fs2a977FX85LYLrd1xi7BP62zl8k5+jK3fvQ8brlqBNduHGp5rtLusZ1MZBIRANBxAZzQ7IGG0kF97SxBrtg/p7kPn3GBipXboZ+suxmxKRUAg9zcZt9ZSVYlkOoPvXnseJuMpbH3+IF4bmTQsG6P5tLXYvPXRvXh83SUlC5UZ5SFVlfjRVz6duyHne//0Fu743NmW3C1p1N5Xe4dmKqPq9qHSmeZcFK+WV+5IbZTiPvP5vZ1Y99nfwnsTcbSElIJxuWqPo1E9+OBEvGw//dhMQneg92frLkZPRwuAk/EeT6Xx4YlZLGqP4MhEPPfe4npZbd/AK1NyNXywWUr5pzov/32Z938bwLft26KTHevRqUTJgOg3fvo6Nly1Ahuf2q+bzClLVSWOTWc7RhLAt5/ej1/sH8XSrijuv2ElgoGQboXRrvpwRdvKMqrEL/aPFkwHAQB/ceWKJm2Rc6iqxJsffoSjH5XWYa2zfSKewundbYwzIrJVtY/KWdX+mf0co7uGdq65CKd2RnV/x8zJk9bxVlUV2aZd4vhMqmDQMv939E6iR6cSODIRR2dUv8+Qkdk+gxMf/fWKsZlErsyA7HFfs2MIP117EZbMz8aH0R03eidX9cZ2WpX6Aw95dw05bV5D9mmbSzsniacyCCgC4YCCBa1hBINK2byTT8tDjc416bSK4dGp3MBx8YCy3sDjxqvPxfKeNt196G4L5+6Eq9QOaYMoZD1VlZiMJ/HB5GxBm7hpVR/ueTY7zYle2RgNOFW6gADo56HxmSSuf+jlgs/c/8FU3WMc5foIRgN3Rn/TaNrIoEMe5a3U3phtHyl7LIUQ2LX2IozPJLH1+YP41hVnI57MYDal4o6db9R9HPXqQaV++mxKv97FkxmMTSXQFQ3h3bmn9rV50P/HH67AXz+5v+zFo2r6Bl6ZkssZtbaJVFXi/RPZjnRrOGDYUPMROGOqKjH84RS+cP+L+Mzm53HDQy/j5ovPwPm9nTgyEcdXH3sVHS2h3GMDmqVdUbQ4cL49p9Ia33xOanybaWw6gdu2l6/DPR0R1mEisp3TH6Ov5a6hSo/zaSeaf/74Phwaj+HabS9h33sflQxa5v+O3kn0+EwSS7uimIyndNu7D0/MOu54ek0yrR8fqbypNBp5x41R30dbr6Kax13J+/LPSf7T5ufxJw/8CgfHpnHo+AzSabVs3smnzW/byFyTOyctukP5zl37cHg8ZjgA0hoOICCE7j4saAtj6/MHmTebSMtRr4+cKGkT1+/eh9svO9OwbLQBp3xaG6n9v5rBJ7tyt9GA8rHp7Dzo1fzNnvYItg72F/Shtg72o6e9+QO1Ztobr9yRajftWF637aXc1D/f/P2zsWR+FHfu2md4Tm/FcazUTzfKp29+mC37selZHP1oFhueeAN//MCvsOGJNxCfm+pNe2+9g8JOP5cwy/ejVOMzydwVbaOTm1M7o3z0oYzxmSRu3V76+NnaS5fnvo8EBTavLpr7+sYBLHRAw+EWLSEF3/uTTxYcw+/9ySfREvJ9Nc51wI3q8KKOCE6dH2UdJiLb5T8qt2f9Z/H4uksc1Yeo5cJlpZMnbTB6VX8vvvHT18venaz9jt5J9O6hEWy7sR+7h0ZK1svYdmM/zuxpd9zx9JqAon+SlX+8jQZA7LjjpjWs4P6i9Sruv2ElWsPZePXKvIZkDb1zkjt37cPI8ThG5+4eNco7BflmsB/n9c5vaK7JPyfNV2lAOZbMIBoOlAxMbLuxHwvaQvj+9eczbzaRlqOMBs+W97Qblo3RfNq1XkCwK3cbXQiZTWUX3KzmbwaDCs5Z3IGday7CC3deip1rLnLM4oBm2ptGto9upncs1+/eByFQ9pzeiuNYqZ8eDQdKxq02rcrWuyMTccymVdy5q3Sqt1PmtVg2KOz0cwmzGj6NhtMk05ncFe2tzx/EplV9uXkCtWA5ZV6L6wq2kSo94rO0K4rD4zFEggH8+NYLoUKiJRTAwrYIj2sVOqNhdLWmsPHqc9EaDiCWzKCrNZybx83PtJNjvTq8bbAfp85rcUQnhYj8wcmP0Wt3DRXP2VzurqFKj/Np/YD8AWbtRMHod7ST6PzHbu/43Nk4c1E7vn1NH1RVxc41F0FK6YipEfwiqGRvDtBOpLTBjWDesdcrO7vuuJlJZLD9pcN45JZPIaAIZFSJB194G3/2e2eis5V3kVEho3hoDQeQzqg4ZV6LYd5p9jzb+eekxXkzf0BZb87mzmj2fEBvHzpbG7obVESLSaM2MRoKGMZa8TyvoaCCoCLw/evPrylO7crd2oWQ4n1TFIH7njuge25W7m8Gg4rhtF7NZKa9aWT76GZGxzJU5pzeyuNYrp/eGQ1j8bwWbLz6XJze3YoDo9O459lhvDYyCSA7tanetiuKwOPrLrGs/XDyuYRZvh9sDgcDuTto1u/eh3ueHcbGq8/FsoVtaAsHsLDd3wOiZubBMzoJ1RrVbTf2Y2FbGIqi8GSxDooisKy7DR0tIcfMS9gsxXEZzjs51urw6d2tiAQV9LRHEOJ0LUTkQbXMVZt/11A6oyIYyObJchfkKp08af2A/JPpSicK5RZLcXvn2s0UIdAaDhRc2G4NB6CIk3HVyEXwwsEAXnx7HDuHjuReW9oVxZ3Bc3I/t2peQ6fN/UzVM4qHWDKDYECxJO/YFSfaOel3rz0v94SI3oByuYX8mDudR4vJWgfPdGOzrbZtsSt3a3eCFl+kDAcUjE0ncM+zw7nFKmPJDJZ0ZucHH5tKuCrfmmlvuEisOUbHsiXvopp2Tn/Gwja0Rhp3o2LxmMvGp/YXbOexaf2LguGAgkUdEaiqdF1s20VIWducZkKIcwCcBuBlKeV03utXSCmfsWj7ajIwMCD37t1r6r3afDH3/nIYq/p7c3O7njo/6vs7Ic2upqrNj6Y9tra0K4otN6zEgrYwwgHFKwP2DdmBamLXr/Ti8tEvXgAVEiPH47mT494FUfTOjyIS8f01NUfF7rK7nq76sw/dfWUtm+RY1R4DJ++/zeXpqNh1mkaveF5ugCW/L/Xl/+vjuYGSy1f04K7PfwKKItAa8tUFfNfGbjqt4tDxmZL2dNmCtqb0iyvFuVX1oNH1ycFcG7uA/jnJ5tV9WNQRsSSG7YyT/Dx600XLsGR+FJGggmhEQVfUN7mzHo6M3fyYWdQewe2XndnwwTO7qarEofGZ3IJpsWQGp3e34mNdrTgwNl1SX85c1K77utPzrY3135Gxa6dyxxKAYy786o47fOkCxJOZgsU+tw7245y5OPBZX6LsTtU02CyEuB3A1wD8B4BPAvgzKeUTcz97VUq5soYNtUwtjYBTAtpJxqYSuGbLnpKrNnqrgGorP8+mMlCKVn72CN81Ak5lFJdPfC17p0dalQgqAovawgiHfT/QDDgsdjnYzMFmDjZbo5o2uhG0vpQvNE1VAAAgAElEQVSqqlBldiFCj/YHzHB17KbTKkanE6bvfLdbpX66Ff14p9WnJnJ17AL2npPYHSc8J62LY2PXD+VqtI96r4/PJF2bb20qS8fGrp3cUi/0tlNVpW4/yYd9ibIFVutIzK0A+qWU00KIZQB2CSGWSSm/V+kPOhEf2dRXaV4i7WQklVERcsDJiB+4JSnbQdv3WDKNDVetwNbnD+bmTsouQqHitC5OTEfewwF6fzGb58u10c1oK9iX8g4z82VaFWNmPqdSbFkRe5z72TsURaBnXostn213nFQby/kX+TISnOPeoexsH51ybmi0j3qvW12PGnkM2NexjluOpaKI3EUSbW797rawbj9JVdXclDGT8VRuvMKvfYlaB5sD2tQZUspDQohLkR1wPh0uHGwmfeXmJUqnVbx5dKpkgSGnrBbrRX5+xFNv3zet6stN1s9VfonIC6rJ80ZtdDQc8G1bQY3hxakrrJz7mbzLSXGSP+3GzRefUTIXMHO+9zkph1bD6rn23XgMyD2qmVr22EwyN8ezNl7xwxff8W1fotZRwQ+FEJ/UvpkbeL4KwEIAv2PFhlHzaQsCLe3KXrW5fEUPfvSVTyOZzuDo1GxuoBnIXo1cu2MIo9OJZm6yp43PJHNJDsge81sf3YvxmWSTt8x+x2YSJfu+fvc+rL10OVf5JSLPqCbPF7fRWi5Mq7KpbYW2MMp7EzGMTSWgqrWtDULOZVV/xEn9GqP6xL4F5Wt0nJTLp1r9WdXfmxtoBvx1fuB1ldpTJ+XQalhZj9x6DMhZzOTaSjE2PpPEmu1DJeMVf3HlCt/2JWq9s/kmAOn8F6SUaQA3CSG21b1V5AjaaqpPfv0SzKZUpDIqMlLiveNxnDK/Rffxl3RGbdLWep8fH/HMXiFMIJ7M6E6d8YlTsqv98nFBIvICvTy/qD2CZDqD9yZiBY+HGq14/sGJeMPbivxHWDOqxN88vR+/2D/KO4w8yqr+SDKdwcUf78atn/k4AopARpV48IW3m9KvMapPjFvKZ2ec5OdRIQQCAkikVcN8qtXDzmjId+cHfmDmbkqnnRuanc5Crx51RUM1TYXhtGNAzVXLlCqV6prZGCt+3/m9nVh76XJIIDf1ht/6FDUNNkspj5T52Z7aN6e5nDLnkZOoqsQHJ2ZzV2m0VZ3DAUX38ZdggFNo2CUU1D/mIY9OW6K3onjx1BnRcNAVcz0REZlR/Gjp+b2d+NYVZ+OPH/iVbgdYb747ux/zLl6vYVFbGL85NlMyzdHYVBKvjUzi1kf3enlhFF+yKsZaQgoGLzodX/zBr3Oxs+WGlWgJNadf45b5I6k6Vp/fWRkn+XMuH8u7Ky7/8eubLz5DN59q9XAynnLM1B5kHaO7KfPbUydO62J2Oov8elTPVBhG58eMf2eyc7zNTBwZLVhZrq6ZrWf57zu/txPf/P2zfT+9kTdHqWqgBec1W/bgkk3/gmu27MHw0SlfP/6pqhLvn4iXPA5w5659GJmIY+tgf8HjL1sH+9HTzk66XYKKwObVfQXHfPPqPgQ9mrCOTSdyA81A6dQZ2wb7fftIChF5U/Gjpbdfdibu3FXd49F2Puatrddw3baX8J82P4/rtr2E9z+aNZzmSPuedxh5i1UxNptSse6xVwtiZ91jr2I2xafkyBpOPr/L37Z/PXJC9/FrbYoMvXyq1cPdQyPYtKrPlpxPzWPmbkonTf9Tz3QWtf6uqkpMz6ZLzo+3DvajKxqqc4/Ianbn40pxZPT3K9U1s/Us/31rL13O6Y1Q+zQanmPm6qHXFV/pCSjA6FRCt/IJAKGAwE9uuxAZVSIYUNDTHuHigDaKJzP4zjPDBSucfueZYXz/+vOBtmZvnbVUVSKe0k/8Z/a0Y+PV52JJZ4uvrgwSkfcVP1qakbLqx0Nreczb7J0mo9OJkvUaxgz6CZ1zJ3q8w8h9KsWDVVMJpFX9+E47YCCQvKEZ53dm82n+thlNhaG9rpdPtXr47Wv6oKoqdq65CFJKPp3rEWbupnTS9D/VTmeRX0+A7JRh+b9v5kL1+EwSNz38Cha1R3Lnx7FkBvFkBhPxlG/GcNzC7nxcKQaN/v7ONRfh8hU9WNXfmxtj2T00UpJrK9Wz/PfFkmlO7wIONuf4fb4fvccOtg32YzaV0W3oYskMlsxvwZL5UXZmGiQcDGBsOoE124dyr3nxJF6LxQ9PzOrG3uHxGE6Z34LOKO/YICLvyX+0dGwqUdPjodU85l3N46upjFrSVxqfSepuo/ZoN++wcxez8WDFVAJBRehPycZ+JVmk0ed31eTT/G0zmgpDe90on3LqF+/S7pIsjqXi9tQpMVDNlB569WTz6j5855nh3No8Zvo6Wh06MhEvOD/+yW0X+mYMx03szseVYtDo74cDArdfdlbuZgq9u+PN1jPtfWNT4PQu4DQaOVpw5vNTQOhd6VmzYwiRYADfvfa8kqkbehdEcSoHmhvKSY9K2UmLxfueO1DyWOD9N6zEiiUdvpvviIj8qRF5v5rHV0Nz6zXk2z00gm1F02ptu7Efn1w6H4+vu4T52mXqeRS6Wi0hBfffsLKknW/WnM3kPY0+v6um/uRv29bnD5b0eTet6svmV+ZTX8q/S3LP+s86vvyr6a/o1ZM7d+3D7ZedWfF38xnV71gy45sxHDexOx9XikGjv5/MyJKn9tbuGMJEPGXbtvgF72yeY/bqoVcZXelZ2BHB//3z/bj7C7+DJfOjiAQVRCMKuqIRxzZ2XuWkR6XsoD1OpT12cmQijnuePTltSM+8CDKqRHcbY4+I/KEReb+aO0162iPYOthfcPfH7ZedhbN62stuIxdgdo9G3gk6vyWMmdYMfvDFC6AIQJVAOCgwv8UffW+yX6PP76qpP/nb9trIJH744jv40Vc+jYAiIIRAQADfvqavbL5kbvU2RRG5BcyS6QzGZ5KOLeNq+itG9WR5Tzv2rP+s6VjWq9+bV/dh8bwW34zhuInd+bhSDHZFQ9h2Y3/BQqwP3jQAWcOUdfVui19wsHmO3wPC6LGDox/NYlV/L1pCAYQCAqfMa+G8zE3klEelrJb/ONWGq1bkYvG1kUms2T6EpV1R/OS2C7G4k/FHRP5id96v5tHXYFDBOYs7sHPNRUhn1IL1GhaF9O9MqWeVeWq8auKhXooiUBwBYu51Iis0+vyumvpT77Yxt3qf28rYbH/FqJ5EQ4Gq+jtaHfrZuosxm1IREEA0HEBn1D9jOG7SiHxsFIOqKnFgbBrf+6e3sOGqFehuC6OnI4JT50cxYTCNUb39Hq+O21SjKaM2QoiHhRCjQog38l5bIIT4pRDiwNy/XXOvCyHEfUKI3wgh9gkhVtq1XVpAnNbVikUd/rl7UlUlJCR2fPnTeOSWT+H83s7clcFN//gm1mwfwuqtL+H6h16u63EComKqKrOLS03G8OGJWSxqj+g+SvjgTQNYMj/KgWYiIouZfdRPy9dHp2bnptNoxamdlfNyI6dloPo18tHP8ZkkNj61HwfHpjE2lcDBsWlsfGo/Y4Ms1cjzu2rrj3bnajgYyN25qppcIJO51fvcUMZa3+C9iRjGphKm4tfKdkZRBHo6WvCxBa04rasVC/gErKM1eryteKxhbCpZMrbFKS/s06w7m38A4PsAHs177S4Az0kp7xZC3DX3/XoAnwdw5tzXpwHcP/cvWcBoYcCF7WGs3fFqbpJ+wF8LJpL99GJv06o+3PPscG76jE+c0oFoOOirpwyIiBrJzJ0m9dxd5fcFmN2mkXeCqqqKmy8+A+t37yvoB6iqavnfImqEausPcyuV4/QyrjV+/f5EOTVGubGG10Ymc3WJ8WifptwmKKV8AcDxopevBvDDuf//EMAf5b3+qMz6FYBOIcSSxmyp9xRffTw2k9BdGDAjgbHpRMHv+mnBRLKfXuyt370Pay9djtdGJrHxqf2IhoO+esqAiKiRtD7BByeyeXjJ/Khuzq3n7iq/L8DsRlbdeVTpjreMRG6gGTjZD8iYu7GTyJGquVuZuZXKcXoZ1xO/9bQztdxNTf6R37c1GmsACuuSX2c4sJuTnklfLKX8AADm/u2Ze/00ACN57zsy91oBIcRtQoi9Qoi9Y2Njtm+sG2lXd67ZsgeXbPoXXLNlD2IJ/SumUko+TtAgfoxdVZWGsdcZDTHeXMKPsUvewNjV7xMMH53SPWmr5+4qPp5oLbfErpn4MlqUR0oOHHiRW2K3Xsyt3tOs2HV6GTfjzutq6hf5J+9q8uPjyEScYw1N5oYFAvUuK5RkEynlAwAeAICBgQFmGx16Vx/fOTZjOCH62YujfJygAfwYu+MzScPYW9qVjTvGm/P5MXbJGxi7xnckPb7ukpIFTepZNI6PJ1rLLbFrJr4auRghNZ9bYrdezK3e06zYdXoZNyOHV1O/yD95V5MfH5MGC/9xrKFxnHRn81Fteoy5f0fnXj8CoDfvfUsBvN/gbfMEvauP9z13ANsG+3WvmPJxArJLMp3Bfc8dKFkIcNtgv+Fj3EREZJ1q7kiq9+4q9if8x0x8Of2uPaJaMLeSlZxcxs3I4U6fx5qaKz8+tj5/sGSs4cGbBjjW0EBOurP5SQA3A7h77t8n8l7/uhDix8guDHhCm26DqqN39XFsOoElnS2OvWJK3hQOBjA2ncgtBNgZDSGWzGBJZwtjj4ioAaq5I8npd1eR85iJL8YVeRFzK/lFM+KXT8RQOfnx8drIJO55dhgbrz4Xy3vaEQ0xvzZaU+5sFkL8A4CXAJwthDgihPgysoPMnxNCHADwubnvAeDnAN4G8BsADwJY14RN9gSjq4+d0bBjr5iSN2mxODadwJrtQ/jGT1/HKfNb0Bnl3UxERI1Q7R1JTr67ipzHbHwxrshrmFvJTxodv3wihsopjo+x6QROmd+CpZ28m7kZmnJns5TyTw1+dJnOeyWAr9m7Rf7Aq+fkFIxFIqLmYh4mOzG+yK8Y+0T2Yf2ichgfzuKkaTSoAbSrj0TNxlgkImou5mGyE+OL/IqxT2Qf1i8qh/HhHE5aIJCIiIiIiIiIiIiIXIp3NhMREdVo2V1PN3sTiIiIiIiIiByDdzYTERERERERERERUd042ExEREREREREREREdeNgMxERERERERERERHVjYPNRERERERERERERFQ3DjYTERERERERERERUd042ExEREREREREREREdeNgMxERERERERERERHVjYPNRERERERERERERFQ3DjYTERERERERERERUd042ExEREREREREREREdeNgMxERERERERERERHVjYPNRERERERERERERFQ3DjYTERERERERERERUd042ExEREREREREREREdQs2ewOKCSEOAZgCkAGQllIOCCEWAPgJgGUADgG4Tko50axtJCIiIiIiIiIiIqJCjhtsnvNZKeWxvO/vAvCclPJuIcRdc9+vb86mEREROduyu55u9iYQERERERGRD7llGo2rAfxw7v8/BPBHTdwWIiIiIiIiIiIiIirixMFmCeAXQoghIcRtc68tllJ+AABz//YU/5IQ4jYhxF4hxN6xsbEGbi5RfRi75FaMXXIrxi65FWOX3IqxS27F2CW3YuxSMzlxsPkSKeVKAJ8H8DUhxGfM/JKU8gEp5YCUcmDRokX2biGRhRi75FaMXXIrxi65FWOX3IqxS27F2CW3YuxSMzlusFlK+f7cv6MAHgdwAYCjQoglADD372jztpCIiIiIiIiIiIiIijlqsFkI0SaE6ND+D+ByAG8AeBLAzXNvuxnAE83ZQiIiIiIiIiIiIiLSE2z2BhRZDOBxIQSQ3bYfSSmfEUL8GsBOIcSXAbwL4NombiMRERERERERERERFXHUYLOU8m0A5+m8Pg7gssZvERERERERERERERGZ4ahpNIiIiIiIiIiIiIjInTjYTERERERERERERER142AzEREREREREREREdWNg81EREREREREREREVDcONhMRERERERERERFR3TjYTERERERERERERER142AzEREREREREREREdWNg81EREREREREREREVDcONhMRERERERERERFR3TjYTERERERERERERER142AzEREREREREREREdWNg81EREREREREREREVDcONhMRERERERERERFR3TjYTERERERERERERER142AzEREREREREREREdWNg81EREREREREREREVDcONhMRERERERERERFR3YLN3gCzhBBXAPgegACAh6SUd1v5+aoqcWwmgdlUBgEhEA0H0BkNQ1EEVFVifCaJZDqDUFBBUBGIJzMIBwPobsu+x8/SaRWj0wmkMipCAQXtLQqm4hmkVYlQQEFrWEEipSIjASkl2iIBxJJq7v3FPy8+rvnHPxwMoCsawkQ8lftee6+qSkzGk4gnM8hIiZZQAAvbIrrlU/yZbinH4mPd0x5BMOiva0Za2alqaUylVRUBIaAIQBECGVUiPffzjAqk0mquvAGUrfPFP5sXKY07AJbFUbkcpLf/botdIrKGUa4ASvMRUJrn5kVC+CiRKmkrVVXW3L4Ut02L2sKYnE3ntqWzJYixmWTVn62X7/X6YXr7bqbtN+pP+F0ikcaxWBJpVSKoCCxsDSMSKTxlsKotMtOvqbQ9ZraX/Sd/MopTM/Gb/x4hBAICUBSl5Byllr5bVzSE4/EkEqkMFCGgKEBAUQrOW8zEbDX10Ox702kVx2NJJDMqMqpENBTAgtZwzbmSedcaZscjzJaz9r5EOgMBQAgAECXttxars3OxGlIEQkEFHeHCdr3494zqWle0tA+yIFo+vvLrWVAIBAMKUhmV8WOx4rLS+m6AhJSABBCx+Zhr4zmzyQxSc216S1hBKCAKxpciQYGZZDYeIiEF8VQ2XwWVbIwGg4ruuXtxXPGc2l6uGGwWQgQA/E8AnwNwBMCvhRBPSin3W/H5qioxfHQKtz66F0cm4ljaFcXm1X1YPK8FH+tqxYGx6ZKffeeZYYxNJ/DgTQM4e3GHbwMznVbx5tEprN0xlDs+9w/24++eewu/2D+a/f6GlQCArz72Ki7+eDcGLzod6x57Nff+h28ZwEfxNP7rT/4195p2XAGUlM3WwX7cl/f5D940gDMXtePdiRiOfjSLO3ftK/mc4sRS/JluKEe9Y711sB/nLO7wzQmTVnb3/nIYN198Btbv3qcbU9+//nyk0iru2Pk6FrVH8K0rzi6Ji0hQwU0Pv2Kqzt973Xnoagvjlkd+XfYzao2jcjloWXdbQQfSjbFLRNYwyhVLu6KYTmQKXn/0SxcgkVJx6/bCXLZ4fgvem4gX5MRHv3gBYqlMTe1LpX7A5St68F8uOwtfrfKz9fK9UT/MTC7WO3Z6/Qm/59NEIo23js0UlNf9g/04a2FbbgDXqrbITL+m0vaY2V72n/zJKE7PXNRe0s8rjl+93920qg8/fPEd3PG5sw3PUcz03S5f0YPbLzurIB6LP1tVZcWYraYemn1vOq3i0PEZjE0lCtqIWnOlmX1n3q3MqO0vHo8ASmPSbHu4aVUfXhg+iqs+uTSXT/XKa/PqPixoC+H9DMqe/+vVtctX9OBbV5xTVXyZ3XfGT3306up/uews/N1zb5X0wew65qoqcWh8BuPTCdyx8/Xc3/uf15+PgKKUxOF3nhnGoo4wvv67ZxaMA9x73XloDQdwPJTEd55503RcMZas55Ye1gUAfiOlfFtKmQTwYwBXW/Xh4zPJXKABwJG5k7DD4zGMTid0f7b20uU4MhHHrY/uxfhM0qpNcZ3R6USu4gPZ4/PVHUNY1d978vvHXsWx6WT2eH3m47lkoP38vYnZ3ECz9pp2XPXKZm3R59/66F6MTidweDyWa7iKPyef3me6oRz1jvXaHUMYnU40ecsaRyu7Vf29uUZPL6YmZlK5Rmrtpct14+LweMx0nb9j5+sYOR6v+Bm1xlG5HJT/eW6NXbdYdtfTVX8RNZJRrkikZcnrh8djuYFm7bU7dr6OZFqW5MTDx2M1ty+V+gGr+ntzJ67VfLZevs/f5/x+mJlcbLY/4fd8eiyWLCmvr+4YwrGY9W2RmX5Npe0xs73sP/mTUZzq9fOK41fvd9fv3odV/b1lz1HM9N1W9feWxGPxZ5uJ2Wrqodn3jk4nMHI8XtJG1Jorzew7825lRrFWPB5htpyN4nv1wMcK8qleed25ax8CSqDi+b9eXVvV31t1fJndd6qPXl3VyrS4D2bXMR+fSeLweCx3Dq/9veMzKd04XHvpcqzq7y0ZB7hj5+sYnUpi5Hi8qrhiLFnPLYPNpwEYyfv+yNxrOUKI24QQe4UQe8fGxqr68GQ6kwu03B+YiKM1HEAqo+r+rDMayv0/mc5U9fe8pNLx0b5vDQcAAAFFlLy/NRzQ/YxkOmNYNsWfn86oZT8nn9FnNqsczcau0bFOZ1S7N9ExtLLrjIZyx6JSTOW/V5Mfk8WvGR1no/cXv1ZLHJXLQfmf59bYJXIat8auUQ5QBEy3rdW810z7UqkfYJSDK322Xr7X+3yzudhsf8LpfTq7YzetSv3yUmXue6vaIjP9mkrbY2Z72X9yhkbnXaM4TRvEg5n+lpaPyp2jVOq7lctp2mebidlq6qHZ96bKnE/VkivN7rvf824lldqvSjFptj0sPqcyKi+9foTR+Xnx51UbX2b3nfSZjV2jutrIOptMZ3Tjo1zMlDvPbw0Hqo4rxpK13DLYrHcvuyz4RsoHpJQDUsqBRYsWVfXh4WAAS7uiBa8t7YoilswgFFB0fzYZT+X+Hw4WnuT4SaXjo30fS2YrbkaVJe+PJTO6nxEOBgzLpvjzgwGl7OfkM/rMZpWj2dg1OtbBgFuqcf20spuMp3LHolJM5b9Xkx+Txa8ZHWej9xe/VksclctB+Z/n1tglchq3xq5RDlAlTLet1bzXTPtSqR9glIMrfbZevtf7fLO52Gx/wul9OrtjN6gI/fLKe6zUqrbITL+m0vaY2V72n5yh0XnXKE6DBvFgpr+l5aNy5yiV+m7lcpr22WZitpp6aPa9oTLnU7XkSrP77ve8W0ml9qtSTJptD4vPqYzKS68fYXR+Xvx51caX2X0nfWZj16iuNrLOhoMB3fgoFzPlzvNjyUzVccVYspZbellHAPTmfb8UwPtWfXh3WxgP3jSQC7ilXdl5YE7vbkVPe0T3Z1ufP4ilXdm5XbTFafyopz2CrYP9Bcfn/sF+7B4aOfn9DSuxsD2cPV4vvI0tN6wseP9pXS34f/74kwWvacdVr2y2Fn3+gzcNoKc9gtO7W3NzVxZ/Tj69z3RDOeod662D/ehpjzR5yxpHK7vdQyPYtKrPMKa62kK497rzssfo+YO6cXF6d6vpOn/vdeehd0G04mfUGkflclD+57k1donIGka5IhIUJa+f3t2KB28szWXhoCjJiacvaK25fanUD9g9NIL7a/hsvXyfv8/5/TAzudhsf8Lv+XRha7ikvO4f7MfCVuvbIjP9mkrbY2Z72X/yJ6M41evnFcev3u9uWtWH3UMjZc9RzPTddg+NlMRj8Webidlq6qHZ9/a0R9C7IFrSRtSaK83sO/NuZUaxVjweYbacjeJ71953C/KpXnltXt2HjJqpeP6vV9d2D41UHV9m953qo1dXtTIt7oPZdcy728I4vbs1dw6v/b0FbSHdONz6/EHsHhopGQe497rz0NMRRu+CaFVxxViynpBSVn5XkwkhggDeAnAZgPcA/BrA9VLKf9d7/8DAgNy7d29Vf+PkKqcqAgIFqwmbXf3Vr7TVktMZFcGAgvYWpWC10NawgkTq5ErybZEAYkk19/7in1daVddoFWNt9dLs6rZAS6hwVed8Naw+2pBCrhS7xcfaj6upa2WnqjoxpaoICAFFAIoQyKgSaQm0RRRkVCCVPrlyMYCydb74Z3or2gKwbBXbcjlIb//dFruaWuY5PnT3lbVsUtU4B3NjVFGejopdpzDKFUBpPgJK89y8SP5K8CfbSlWVNbcvxW1T8ar02orm1X62Xr7X64fp7buZtt+oP2EBV8duIpHGsVgS6bmV3Re2hnOL7WmsWsXdTL+m0vaY2V72n0xzdewWM4pTM/Gb/x4hBAICUBSl5Byllr5bVzSE4/EkEik122dVBAKKKDhvMROz1dRDs+9Np1UcjyWRzKhQVYmWUAALWsM150rmXWuYHY8wW8757wMARQASoqT91mJ1NpWBIgRCikAoqKAjXNiuF/+eUV3ripb2QRZEy8dXfj0LCiAYUJDKqF4ai3FE7BaXldZ3E5DQZqay+5hr4zmzyexYUkARaAkrCAVEwfhSJCgwk8zGQySkIJ7K5quAko3RYFDRPXcvjiurzuN9rOwBC5b7oVNIKdNCiK8DeBZAAMDDRgPNtVIUgZ6OFsOfLeoouvuhzcq/7m7BoIJTOwsfQ5infyhzOlvNf77e8S8pj7n3LWiLmCob3TJ1Ab1j7TdGZVdNTGnK1Xm9n+n9XaviqFwOKn6fG2OXiKxRLlfo5Qa99y4IlraViiJqbl/02qZFocJHEWv57LL5rmj7zeRFs/0Jv4tEgjgtUv4Uwaq2yEy/ptL2mNle9p/8yShOzcSv2ffU2ner9HtmYraaemj2vcGggh6dE7la6zvzrjXMjkeYLedy7ytuv41itVK7b/R39Pog5bbZbD2j+uiVVaPbzXLjOcVpqdvE51WKK+Yie7lisBkApJQ/B/DzZm8HEREREREREREREZXi82NEREREREREREREVDcONhMRERERERERERFR3TjYTERERERERERERER142AzEREREREREREREdVNSCmbvQ2WE0KMATjc7O2owkIAx5q9ETbxyr4dk1JeYfcfqSJ2vXJcrcBjcZLesWDs2sML++H0fXBa7NrN6eUBOH8bnbJ9bohdpxyrarhtm924vW86IHadety4XeY1Y5vckHcbwYnxUC2/7YMbY9cLZVQLv+43UMM4gycHm91GCIwlz8wAACAASURBVLFXSjnQ7O2wg5f3rZl4XE/isTjJDcfCDdtohhf2wwv74CVuKA+nb6PTt89J3His3LbN3F53b0cxbpd5Ttwmv/DCsec+OJ/X98+IX/cbqG3fOY0GEREREREREREREdWNg81EREREREREREREVDcONjvDA83eABt5ed+aicf1JB6Lk9xwLNywjWZ4YT+8sA9e4obycPo2On37nMSNx8pt28ztrY1TtqMYt8s8J26TX3jh2HMfnM/r+2fEr/sN1LDvnLOZiIiIiIiIiIiIiOrGO5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjqxsFmIiIiIiIiIiIiIqobB5uJiIiIiIiIiIiIqG4cbCYiIiIiIiIiIiKiunGwmYiIiIiIiIiIiIjq5snB5iuuuEIC4Be/rPxqCMYuv2z4agjGLr9s+GoIxi6/bPhqCMYuv2z4agjGLr9s+GoIxi6/bPhqCMYuv2z4KsuTg83Hjh1r9iYQ1YSxS27F2CW3YuySWzF2ya0Yu+RWjF1yK8YuNZonB5uJiIiIiIiIiIiIqLE42ExEREREREREREREdeNgMxERERERERERERHVjYPNRERERERERERERFQ3DjYTERERERERERERUd2Cjf6DQoheAI8COAWACuABKeX38n7+TQCbASySUh4TQggA3wPwBwBiAG6RUr5q5TapqsT4TBLJdAbhYADdbWEoirDyTxBZgrFKRM3C/EPL7nq6qvcfuvtKm7aE7MS6Tm7HGCYiI8wPpGEs2Kvhg80A0gC+IaV8VQjRAWBICPFLKeX+uYHozwF4N+/9nwdw5tzXpwHcP/evJVRVYvjoFG59dC+OTMSxtCuKB28awNmLOxho5CiMVSJqFuYfIn9gXSe3YwwTkRHmB9IwFuzX8Gk0pJQfaHcmSymnAPwHgNPmfnwvgG8BkHm/cjWAR2XWrwB0CiGWWLU94zPJXIABwJGJOG59dC/GZ5JW/QkiSzBWiahZmH+I/IF1ndyOMUxERpgfSMNYsF9T52wWQiwDcD6Al4UQfwjgPSnl60VvOw3ASN73R3BycDr/s24TQuwVQuwdGxszvQ3JdCYXYLk/MBFHMp0x/RlE9TAbu4xVcppa8y65j9fyD2OX3Mru2PVaXSfnaFTeZQyT1dhn8A6/5QfGrjG/xUIzNG2wWQjRDmA3gP+K7NQafw7gL/XeqvOaLHlBygeklANSyoFFixaZ3o5wMIClXdGC15Z2RREOBkx/BlE9zMYuY5Wcpta8S+7jtfzD2CW3sjt2vVbXyTkalXcZw2Q19hm8w2/5gbFrzG+x0AxNGWwWQoSQHWh+TEr5MwDLAZwB4HUhxCEASwG8KoQ4Bdk7mXvzfn0pgPet2A5VlZCQ2PHlT+ORWz6F83s7c3O1dLeFrfgTRJbpbgvjwZsGckmRsWodVZUYm0rgvYkYxqYSUNWS61lETdfMOGX+IfKH7rYwHv3SBXjklk/hJ7ddiEdu+RQe/dIFrOvkGm5tr9gX9QeWc3O5NT/4nR31hrFgv4YvECiEEAD+HsB/SCn/FgCklP8GoCfvPYcADEgpjwkhngTwdSHEj5FdGPCElPKDerdDb0LwbYP9WNLZgs4oV6Gshd5qngC4wqdFFEXgtxa24Se3XYi0KhFUBHraIzyedeLiAOQGzY5TRRE4e3EHHl93SUk+T6dVjE4nkMqoCAUU9LRHEAw2dZYuIqpDIq1iwxNvFOSaejFPUKOUa6/0OCE2m93GU2M0q5yLz9G7oiFMxFO+PD+vNj9Q89lVb+yOBVWVODaTwGwqg4AQiIYDvhtnbPhgM4BLANwI4N+EEP8699p/l1L+3OD9PwfwBwB+AyAG4ItWbITehOBrdgzh8XWX+CoArGKUBCJBBTc9/Ao7ThZIp1UMj05j7Y6h3PHcOtiPcxZ38IStDkaLAzy+7hIs6og0eeuIspwQp4oiSv5WOq3izaNTzEtEHmFHrmGeoEbTa6/0OCU2ndDGk/2aUc7F5+iXr+jB7ZedVRDzfjs/N5sfyBnsrDd2xYLe2Njm1X1YPK8Fy7rb/FPXGv0HpZT/R0oppJR9UspPzn39vOg9y6SUx+b+L6WUX5NSLpdS/o6Ucq8V28EJwa1llAQOj8e4wqdFRqcTuY4BkD2ea3cMYXQ60eQtczfmAnIDp8Yp8xKRt9iRa5gnyKmcEptObePJWs0o5+Jz9FX9vSUxz/NzcjI35ke9sbE7d+3D4fGYr+qab28n4ITg1jJKAq3hQMlrTk4MTpbKqLrHOJ1Rm7RF3sBcQG7g1DhlXiLyFjtyDfMEOZVTYtOpbTxZqxnlXHyO3hkNuW7gjvzNjfmx3NiYn+qabwebK00Ibtfk/V5dFMAoCcSSmZLX7EoMXj22mlBA0T3GwYBvq7ElzCwO4PXYagQew/qYXcSi0ceZeYnIW+xYMKdcnrAiX7F9oVpVasMaFVtOWqiK9ck+tZZzcZmk06rpMio+R5+Mp1w1cMd4pFrqjapKjE7N4t3jM3hvIobjM9XFTr1xV25szKl1zQ7NmLPZEcpNCK43x8qjX7oA7S1BpNJqzZOHe3nxBy0J6M3ZvLQrWvCaHR0nLx9bzcLWEO4f7MdX8+bYun+wHwtbQ83eNFertDiAH2LLbjyG9TOziEUzjvOitrBuXlrElZyJXCsSVLDx6nPRGg4glswgUufctT3tEWwd7C+ZFzejqrhu20snF+q+sR8L28JQFMV0P5vtC9VDLza33LASGVVFOq3iwNh0Q2LLKYuWsT7Zq5Zy1iuTrYP9uO+5t/CL/aMVy6j4HH330EhJzDfrwkYl9cZj8cKIXAjQnaqtN2bmSy4XG1bkQb2xMW0bnFjX7CKk9N7VoYGBAbl3b+1TO49NJXDNlj25W9/P7+3Et644G3fu2ldXw1v8uUD2CodXFn/Qq7QAGpLkG3BsG9IylYvdDybj+MGet7F64GMIKAIZVWLX3ndxyyUfx5LOqO7vUP08UG+bHrseOIau0IzjPDo1i79/4WBJXvryZ5ajp6Ol3o9veuxSoWV3PV3V+w/dfaVNW+J4ro1du/JIOq1idDqBdEZFMKCgNazgqr8r/TsbrlqBjU/tN93PZvtiOdfGbq0mYrMYn05DEUBGlXjwhbfx4tvj+Omai3Dt3MUQjddjy+X1yZOxa1QmG65agTXbh3Lflyuj4nP0rmgIE/GU4wdh64lHl1048WTsNotR3Gy8+lyce9p8dLeFy8aGVXlQVSWOzSQwm1IREEA0HEBn1Jl1rQ5ld8a3dzaXUzzHytpLl+cGmoHaV8B04+Tm1TBazbMRnROvH1sASGZUbPvfh7Dtfx8qeP2GC5c1ZXv8wg+xZTcew8ZoxnGeTWX089JFZ9j2N4nIPnblkWBQwal5F8bfm4jp/h1tPlGz/Wy2L1SvqdkMfu9v/1fJ60bzOXs5tlifnMeoTDqjoYLvy5WR3jm6Cy4e1BWPegu01TJ+Q+5Tab7kSrFhVR5UFGHFjTeuxkkVdRTPsWLVRPpunNzcLfxwbAOK0N1Hj10dcxw/xJbdeAwboxnHOSD081KAaYnIlRqVR4z+zmQ8BcB8P5vtC9XLqB1TDPrdXo4t1ifnqZQrte+9WEb1xCMvnPhXpfmSK8UG86B1ONiso3gS8lgyY0nAOWnxBys5YeJ+rx7bfNGwgs2r+wr2cfPqPkTDrMZ2xqAfYstu3W1hPPqlC/DILZ/CT267EI/c8ik8+qULeAwt1oxYjYYDBnmJHTIiN2pUHtH7O5tW9WHr8wdz35vpZ7ONpnoZt2OKbbHlhHMnPaxPzqNXJlsH+7F7aCT3fS1l5NQYzFdPPHLA0Lsqxa5e3Gxe3YfTu1vR3RauGBvMg9bhnM0G8uc2ioYDOPpRwpI5f7w2Ub2T5kOy+dg2fS4lVZU4ND6Dw+Ox3KI9p3e35ia696tGxKDL660jYtcpecLrGh2rNuelpscuFeKczaa5OnYblUfSaRXvn4hjIpZCR0sQd//jf5ha8KpZ2+sTro7dWpRrxwDr155xep/IxfXJs7Fr9ZzLTo/BfLXGo5v2ER6OXauZLddy8yWb+QwX58FG45zNtSie26gzGrZkhWCjeY3dqtnzIfkpESiKwMe6WtESCuQW2Olpj3h2f81qRAx6rd42WrPzhB8U58Il8xszxY6iCCzrbkNHS8gXeZiIrDMRT+H6h17GkYk4zu/txNpLl+O2zyzHqZ1RnDKvxXQeYRtN9dDasfaWYMHAhPYzq2PL6X0i1ifnsXLOZVWV+PCjWUfHYL5a41FRBM5e3GHJ+A05h9n8WW6+ZDOxYUUe9NM4lREONpvEhldfM+dDctkVy7qpqsSBsWnf7K9ZnJPL+VhG9mp2LmT7aKzaO4EBX98NTA7QyHyS3za8NjKJNduHAAB71n/W1/0aao7x6WTD417DPhE1gpbfZxJpX8Qg+6feY+XifXbGRrPPzZyCk71SXZo5H5LRla3xmaTtf7sZ/La/ZnFOLudjGdmLuYGIrNLIfMK24f9n792jpKjv/O/3t6/Tc4EehxkUGSNLEDPrjsFBENhno+tKkpUNIYOaVcBL1CHoY9YnMbi74dndh7hHRNcTNyGMJl6AkNWA/szBjZew4bfnh3gb2bDu6EgMGpDLDMMMzPT09K2+zx891fSlqrqquqrr9nmdk5Ohra6uy/tz+d4+X8IukO4JLyDqfDCWJA0SjsQp/pPaZlmos5moCCsLqHttZoDX7lctVMTf/tA7MhfyDQRBGEU1/QnFBsIukO4JLyDqfPOej7Chs500SDgOp/hPaptloTIaREVYWQ9JHNnKN2Q7jmwZhdfuVy1Uk8v+0DsyF/INBEEYRTX9CcUGwi6Q7gkvIOp8/+FhPPxKH9YtaUNTXUhznXyCsAqn+E9qm2Whmc1ExYg1b85vrEVzQ/U2rHPKyJZReO1+tWCVBgn10DsyD/INBEEYRbX9CcUGwg6Q7gkvkK/z/YeHsX5XL+rCAepoJhyFE/wntc2y0MxmwrE4ZWTLKLx2vwRBqIN8A0EQRkH+hPAipHvCC5DOCaI6kK1l8WRnsyBwDMaSnn7xbsFru8x67X7dBvkewiyM8g2kUYIgCMJqrIhFlGMTXoDyRcJrWKVViike7GwWBI6+EyO53SHFKe2zpzaQg3QIFNyIamC0zrzue8hu7Y/XNUoQhDP9AMUXd1ENDZJmCEI9xfbSGAni4MCoo+IE4W7kfLoTcxo34bnO5sFYMic2ILsr5B1b3sELaxZ5fuTBCZDDIKqBGTrzsu8hu3UGXtaonbjw/pc0f+fjB6814UoIL+I0P0DxxX2YrUHSDEGoR8peuld24Ae//tAxcYJwN0o+3Wk5jdvw3AaByXSmYFdIICu6ZDpj0RURWpBzGIOxpMVXRrgJM3TmZd9DdusMvKxRgiCyOM0PUHxxH2ZrkDRDEOqRspeurT3o7GgtOM7OcYJwN0o+3Wk5jdvwXGdzKODP7QopMr0xglDAb9EVEVogh0FUAzN05mXfQ3brDLysUYIgsjjND1B8cR9ma5A0QxDqkbOXprpQwWd2jhOEu1Hy6U7LadyG5zqbm+pCeGLV3JzoxGn2xQ6TsCfkMIhqYIbOvOx7yG6dgZc1ShBEFqf5AYov7sNsDZJmCEI9cvbS0hB2TJwg3I2ST3daTuM2PFez2edjmD21AS+sWUSbQjiE/ILvwYAPW26bh1VPvlVQk4ccBmEkjZEgtt8+H/0jCQzGktjZcxj3XjO7Ip152fc01YWw5bZ5+GRwDLUhP8aSGXymqZbs1mZ4WaMEQWTx+RhmNdfjua4FSGUEBP0+tNSHbesHxIZkca1Gii/OxchYJLVpFGmGINQjZy/TJkd02ShtzkkYjVK7ndo21uK5zmYgm8RQQXBnIFfw/Zd3L0I8SQ6DMB5B4CU7LHev7MCs5vqKdeZl35NIC1j34nsFdkzYDy9rlCAI6Rho583TqCHpToyIRUqbRpFmCEIdSj5Wq43S5pyE0ahpt1Pbxjo8V0aDcBZyBd8zAnB+Yy2aG+w724ZwJnIbYQzFUxZfmXOhzXgIgiCcgRP9tdiQpLyQyEdJy6QZglCPUfbixPhC2Btqt9ubqnc2M8ZaGWO/YYy9zxj7H8bYtyY+38gY+4AxdoAx9gJjLJr3nb9ljP2OMdbHGPtita+ZsA7axIOoNqQ546FnShAE4QzIXxNugbRMEPaCbJIwGtKUvbGijEYawLc55+8yxhoA9DDGXgPwGoC/5ZynGWMbAPwtgLWMsTYAXwfwxwCmAfg1Y+wizrmpCqJ6Quah5dmKBd/znQht4kGoIZ0W0D+aKKg5GQiUH18jzRlPKODH4rYWdHa0IhoJYjiews6ew/RM86CYQxCEHbBjDNQbzwlvU6mWnR6XnX79bsar70a0yeb6MFZfORPRSBBjyQwiIWoPeJlie2iMBDEUT1FfkQuoemcz5/wYgGMTf48wxt4HcD7n/NW8w94AsHzi76UA/o1zngBwiDH2OwDzAOwz6xqpnpB+ygVPrc+WNvEgilGToKXTAj44MYLV23pyutm8ogMXT20o20AlzRlPYySIe66+qOR9NEaCVl+aLaCYQxCEXah2DCwX0yuJ54S3qUTLTo/LUte/5bZ5qK8JIJUWPNXBaTf0assNHdTihuEnzozjvh0HCu4/GnHe/RCVU2wPi9taStqMT6yai6mTwpL7dVG73d5YukEgY+xCAHMAvFn0n24D8OzE3+cj2/kscmTiM9OQqyf0wppFVFxcATXBU+uzpY1fiHzUJmj9o4lckAKyOlu9rQfPdS3AtGhE8TdIc8ZzKp6UfB/Pr1mIloYai6/OeijmEARhF6oZA9XE9EriOeFtKtGy0+Ny8fU314dx4sw4Vj15wJGd525Cj7acPvgh4vMx1NcEcjoEnGdbhLEU20NnR2tJzL9jyztYv/QS3Pr02yXap3a7vbFsSgBjrB7ATgB/wzk/k/f53yNbauNn4kcSX+cS57uTMfYOY+ydgYGBiq6Nar/oo1zR/3RawFgyrfnZun0TDy3aTacFHB2O45PBGI4Ox5FOC1W6SnugdmOJVEaQ1Fk6o+55uV1zRqFWu+MpaZ86nvKWfuVg4HjqlsvxH9/+Al67989wfcd0ijkmY2TOQBDVpBrarVYMVBPTK43nhH2wwu9q1bIgcAyMJHS1V6xGvPZPh8aQTGfQXH+24271lTNzM0kB2phNK1b2MwgCx/Ez44gl0li3pA1zWqOOfn+ptLRPz7//fC0PjCQgCCVdP4RK7J7vFttDNBKU1EftRKkVKe3ryVnKaYw0aAyWdDYzxoLIdjT/jHP+fN7nNwNYAuAmzrn4Ro8AaM37+nQAR4vPyTl/nHM+l3M+t7m5uaLrE2u/5EO1X8qjFDzFZZC/H4jRsy1CrXbFZ3h99z58YeMeXN+9Dx+cGPFUh7PaBC3o90nqLOCnJbdGola7fsYk34ef+vCRTgs4diaBW59+G3/+yP/GrU+/jRULPoOu/+tCT/tFszEyZyCIauIm7aqJ6aGAdDwPUgkNx2F37YqzR5dt2osPjo84qr2Sf+2LNvwGNzz+Br77pdmY0xoFIN+BY+fOczthVT+D+F6v796H5Zv3Yf2uXnzni7NzHc5OfH/l7r9Yy8s27UXfiRHq7NOJ3f1usR6G4ylJfQzHU7l/V6r9chojDRpH1TM1xhgD8FMA73PO/yXv8y8BWAvgK5zzsbyv/BLA1xljYcbYDACzALxl1PVIjVqItV9EoVPtF3UoBY+BiWWQj+0+iA2d7fRsdSC3lLR/NGHxlVUPtQlac10Im1d0FOhs84oOtNQrL8+iUUxziIT82Li80O43Lm+nDUGQtetvFtn1mp+9i5ULZ8j6RdIpQRBmUi0foyam+xmTjB9+RqOVhHEUzx7d3XvCdu0VJbuUWiVw344DuOfqWQCAsWTGUZ3nbqZcP0P+ez5+ZhyPvtZX8F7X7jyAf7n+Ujx1y+WOzKPL3b/aVayEO2iMBLH99vnYsXoBuld24N2PB0va8BuXt2Pzno9y36nUd5XTmFYNUrtMHitqNi8CsBLAfzPG/mvis78D8BiAMIDXsv3ReINzvppz/j+MsecA9CJbXuMuzrkhw3hK9Y+o9ot25Aq0N0aCODw8hiNDcRwZiuPhV/qwbkkbopEgzm+MYNrkCD1bFdBSUnWbAAgCx+9OxvDY7g+xbkkbmupCaG4IY9qkGsXNhNxSD82ORCMhTJ1Ug/VLL0FtyI+xZAZTJ9UgGqFBprSMXQsCl9Qd6ZQgCDOppo9RE9PHUxk89PLZvHE4nsJDL/fhB1//vKHXQngXKc1v6GzHi/s/xbolbfjcuQ2IhAKWtgXL2aXcKoGZLfXYu/YqREJ+2kTLJijVmJXT4sBIEvsPDwPIvtf+kQTWvfieIzfWK1djl8qZegdB4Dg4MFqg9+6VHbiouT6nj2DAh9HxNAYmJtcZ4bvKaUyLBqldpkzVO5s55/8H0nWY/13hOw8AeMDoaylXoJ+K1GtDLngMxpL4+OQYpjdGcGQojv2Hh9G1tQfTGyN4rmsBGaJKxNIQ+c7Pa6Uh1GwCkG/Xr/b2A8g+pxfWLEJzUH4U1OmbwdgZn4/hwqY6NNQEaQCvCL+PSdq1X+bZkE4JgjCTavoYNTHd72MYGE2ga2tP7jMlH0kQWpHS/NqdB7BuSRvW7+q1RXwtZ5fiKoHiXCIS9OeuPRoJ0UQqmyDWmC1GSYuiDxRLCjg5/5O7fwCyWqZZ+O5DSu9dW3tKND2ljhvqu8ppTIsGqV2mjHd6qSSgkTPjkSrQnkxnJMtnqClrQJylpT6sqzSE2yi3CYBeuyZ/YC606aI0AR8r8Y0bOtsRkHk+pFOCIMyk2j6mXGzQ6iMJb2HE8mU5zYsz7+0w+7ecXaopAUl5mP1R0iJw1v+JJQXcmP8ZUc6Uyho4A7X5hpzv0vuey2lMiwapXaaMFWU0bEMwID1TlDYdMRaxZnN++YyxZAbnRcOKZQ2IQgIBHy6e2oDnuhYgnREQ8PvQUk/PsBg9I+KCwJEROI2kE1XH5/PhmdcPFSwRf+b1Q3hgWbvk8RS3CIIwE7v5GK0+kvAORi1flssbp0UjOHdSjS06ZcvltmpWCRD2R0mL//ndq/BR/ygefqUvV1LDje2USrVMZQ2cQyWz2Ct5z+U0pkWDNBNfGU93Ngd82U1H7ttxICfSjctptoSRCAKH3wd0r+hA17aeXPmMbC1nb83INQKfjyHo94FzjqDfR0FTAjU1IIsZjCXx/Zd6saGzHWt3nvUH3Ss7bDGjhXAvjZEgvvUXF6Fra48qvVLcIpzEhfe/pPk7Hz94rQlXQqjFbj6mqS6Ee6+ZTbVmiRKMWr4slzfapaMZkL7G7hUd8PuQ2+NBqTQB4QyUtAgAsUTltWsFgWMwlrT1oEQlWqayBs5BT5tdpNL3bJS/rOQevICnO5vjSelNR3544xygzuqrcz75I07N9WGsX3oJZkypQ23Yjyl1tHxLKzRSqw49I+LJdAav9vZjYCRZ4A+m2DABI9yDuDHGD359djPLloaw4qapFLcIgjATu/kYmrFJyGHU8mUnaEy8xufXLMRYIoNDJ2P43v96DwOjCWoLuIhyWqxUp15oS1JZA+dQie818z1rsRMnxA8r8XRns1jeoXjTEZr2bgz5I05HhuK49em3cxu1kQFqh0Zq1aN1tFJcAiNuXgmc3VSQIMxCcTNLhY1TKG4RBGEWjElvyMeYdXkbzdgkpDBy+bITNObzMTAwrPjpmwX3TG0Bd6GkxUp16oW2JJU1cBZ6NW3me9ZqJ06IH1bh6SKPRhSgJ+ShkUVjoedpHuQLCCvQY9OkVYIgzMTPILkhn5/mCBA2w4vxkNoCRCV4QT9e9AtexMz37AU7qRaentlM097NhUYWjYWep3mQLyCsQI9Nk1YJgjAT2pCPcApejIfUFiAqwQv68aJf8CJmvmcv2Em18PTMZuDstPfzG2vR3EB1hI1E7YiTIHAMjCTw6dAYBkYSEARuxeXaHhqpNQdRf8dOZwPKeZMj5AuIqqDVpkmrBEGYTVNdCPd/+XMI+bNNhJDfh/u//DnKNQjLkWoveK0dR20BohJE/Sxua0H3yg7sWL0A22+fj8ZI0OpLMxSv+QWvYtZ7roaf9Ur/l6dnNhPmombEyQsbFRgFjdQaD+mPsBItNk1aJQiiWiTSAta9+F6BryEIK6EYmIXaAkQl+HwMs5rr8a2/uAhdW3s8bUsEIYfZftZL8czzM5sJefSOuOR/bzCWRFNdSHbE6WQsIVmAfTCWNPx+3ICbR2qNGOHTeg7SX/VIpwUcHY7jk8EYjg7HkU4LVl9SRRg1Iq3WpuU2qyCtEgRhJNX2NWp8qVdmABHyuDUGKmlb7r/l5w1NdSEMxpJkGy7GaP83FE/lOpqBUlsq/r10WiD/S1QdLbpXe6yWc5rZ5+LWeCYFzWxGVnjD8STiyQwynKMm6MeUOnd15GlF74iLlu8JAsdYggqwE8aM8KXTAo6ejqN/JIHBWBI7ew7j3mtmy57DTvoTBI7BWNK1s1TSaQEfnBjB6m1nZ1FsXtGBi6c2IBBw3pinEXrV+s7tsFmF23XqNS68/yWrL4GwIcl0Bs314YKazZv3fGSKr1HjS9UeQ77J3eiJgXbXhZy2ZzXX41Q8ibFEBodOxvDY7oMYGE3osg3C2Rj1jvNtIcO5rC0V/97ithbcc/VFBfm7UrvezvZGOActbXq1NpJ/XHN9GPdcPQszptShNlz9fj87tOmqhfNa+QYjCBwfD8bQd3wENzz+Bv7soT34KWAVtgAAIABJREFU2qbX0XdixNMjd3pHXLR8bzCWxKGTsVw9HBEtBdi9NtvFrfdb6QifIHD09Y/gxp+8ieWb92H9rl7cvHAGHn2tT/YcRujPCMTgt2zTXiza8Bss27TXdf6nfzSRS1SB7Ptdva0H/aMJi69MH4boVeM7FzeryKdaWhUEjv6Rcfzh1Bje+/Q07t6+35U6JQgCCPp9+O6XZmP9rl7c8PgbWL+rF9/90mwE/cY3GeR86XA8mct1jp8Zx6Ov9SnOwnN7DCW0x0C9uqhmni2l/0df60Nf/wi+tul1XPnwHqx78T1854uz0VwfLskzvDQ7zqsY8Y6LbeGjfvm2T/HvdXa0luTv4u/n20r/yDg+HoyRHyYqRmubXq2NiMc114fxnS/OxroX38OVD1vT76cmnrmlz8fTnc2CwHH8zDgEDoynBDTXhwGUX07i1JetBb0zCOKptOrvJdMZPLb7IDZ0thcUYO9e0aGqALvXGhhq7tepWq10hG8wlixZErZ25wF0drTKnqNS/RmF1kTSie84lREk328648xSGkboVWvjwapNgUS/k9/w/cev/DEW/lETNWoJwoGUiyHpjID7dhwo8E/37Thgir+W8qXN9WEcGx7P5TrXd+/DzQtnYE5rNHdMvr9V60+dGDuJs2iNgXrKpFW7g1pK/50drZL57OorZ5bkGU6cHedVOzRCI3Nao+he2YFHrrs0NwtZDcU+8rHdB7FxebukLRVrKhoJSmpMEIQCW/naptdx4sy4bF+KkVitIat/3wrMumdB4DgVy573D6di6B8Zx3BcW5terR8Uj1t95Uys3XlAc2ww8v7LxTM39XF5toyG1JT7DZ3tePiVPuw/PCy7nMQrS5TEEZd841Uzg+D46XHV3wsF/BgYTeDhV/pyyzXHkhmcF61R9WzlGhgvrFmE5oaw1lu2PeXu18la1aq3YhIygaapLiR7jkr1ZxRaGgtOfcchv0/y/ZoxU64amKVXpQaiVZsCSfmdu7a/iy23zcPB/lFbN2oJgihETQxJyyyxTnPjGzlSvvSeq2eha1tpQ3PdkjZ0be0BMBE/JkowqYmhTo2dxFm0bqirp0yannZFJdqS0n9TXUjyuqORYEmeUWkuUm28aodGaEScjSl2kmk5R7GP3H94GA+93Idn77wi9xuiLRVrajiektRYhqPEVu7bUeinzRj4sFpDVv++FZh1z2J1gRNnxnMD3OKkr+b6cIHmlNr0av2geJzcAIqcVs24/3LxzE19XM5s6RuA1EsUR44B+eUkXlmiJDXisuW2eeDgkqM6w/Ekjp8eR7Q2iC23zcPitpbc94pnHoijQ4IgoHtlBwZGE+ja2oNv/+K3OHdyDaIRdTP1nDiiXwnl7tfJWlUzwqc0osgmvpPP9MYImhvCsrNexN/Uqz+j0LI01KnvOBRkJbMoNi5vRyjozMTMLL0qYVUtPDm/cyqWxD1Xz7Jto5YgiFLUxJCgzyfpn4I+45sMTXUhbLltHp665XI8e+cVeOqWyzGjuU528Fi8lo3L2xGY8H9qYqhTYydRiNoNm4bjSaQFjh2rF6B7ZUduVny5jlg97YpKVqf5fSjJJc6pC0nqeSyZQffKDjRGgrnPrVrxpBev2mEl990YCWL77fPxLzdcqnk2poiUjxwYTSAU8JfYUrGmdvYcxuYVHSUa4zKDktE8fYr2ZuSsUKs1ZPXvW4FZ9zwYS+KTwbGSlVRd23pwz9WzCo6d3hhBi0ybXq0fFI8bS2YkfWwk5JfUqdz9nxlPVrTxvVI8c1Mfl2dnNsu9RHHkuHtldin9sdNx17xsLRSPuERCfpw4k8CqTa+XjOoAwLHhcax78b3cf/vRjZfh//7zWTinLoTzJkdkN7NY3NaC7bfPh39iNFVLB4rTRvQrJRiQmR2qYXaPXVEa4VMzohj0M2y66TKs+dm7uWN+fFMH6sN+WT1ZNVO0GDH4Fd+fVEB16jseTwp46OW+gg2nHnq5Dz+8cQ5QZ/XVaccMvW666TIE/dLas3ImhZyfHYwlMXtqg20btQRBlKImhoSDDD9e0YFv5m0I9eMVHQibNDiYSAsF+eP22+dL+pzJkSCevfOKkvihJoY6NXYS2hEEjmPD47nZ8eLK1WdeP4RvXX2RYszS066odHXaltvm4fk1C5Ga6Kj4wa+z5d3yZ7D++KbLMJpI4we//rBgkyy75LFq8aod6r1vQeA4ODCKO7a8g0euu1T3s9PSzpDSVGMkWKKxk7GEpK2MJTO5v59YNReNkaCh+avVGrL6963ArHtOpjOoDfklzz1jSl1OX2K/3LS8/qR81PpB8bipk8LoXtFRECO23DYPJ84kJHUqdf8L/6gJh4fGC/IkIze+d1Mfl2c7m+Ve4rRoBA9fdynOm1wjuZxEPM6JL1sr4ogLAAyMSNc+e2HNIgAoWfJ41/Z3sX7pJZg6ubAkQfHo0Ku9/eg9NqJrWYCW4OkGAr7s7ND8pSZSs3ucqtV8veWjZilJKsPxw/84WNCZ+a//8SH+4a/+WNdvVhMtjQWnvmOxZIm4tA5wxnUrYbRef/gfB2X1auVyqqa6ELpXduTqp+U33L+/7E9s26glCKIUNTEknhTwr7s/LIynuyfiqcGDg1K+7fsv9Zb4nI3L2/HdHQew//Cw5DWHAz6sX3oJakN+jCUzCBc19pwaOwntDMaSkmVYfn7HFWiokZ+AAOhrV2jRlpTeVz35Fl5YswjnN9ZiYCSB138/iIP9o1i3pA0zm+tw+FQc/++L/5PTfnGbyQ55rFq8aod67ztfL3LlLNQ8O62DElKaKv63VJv00esvxdTJNXj2zityfvhU3Nj81WoNWf37VmDWPYcC/tws4+Jz14b9mgbR1PpBn4/hnLowopFQwfk5eG5CJVCoU6n7v/MLM3HLU28VHL96Ww+e61qAaVHllapqcFMfl2c7m6Ve4obOdqzf9T+495rZuaX0bnrZlSAIQkHDY/Oej7D/8HBuVEtqVOozTbW5jlCRZDqD5vpwybn0jI45bUS/UuLJDF5491M8dcvl8PsYMgLHE//5e3zrL2apnt3jRFTVY+Qcr/b249Xe/oLj1i1pkz2vVWUJpFAbJJ36jsWl0p8MjuU6Az7TVGv769ZDOV8JABmNerVyJoXPxzC7pQHbb5+P/pEEBmNJPPP6Idx7zWxMqXNGA5cgiCxqYkhakPZP37tWPp7qRS4nnFJ3tiEYDPgwOp7GwGgCQOkS2cFYEg/+6n10drSiFn4kMwIe/NX7eGBZey6uOjV2EtqRi5cnzowjHKxV/K6edoVabQkCRzKdwSPXXZrTOQCsvnImxpJpDIxkSyY8sWouHn2tL3s9jCFZtDGnk2dRetUO9d53vpY37/moZMa7lmdn9KCEXJu0s2M6bnj8DQBZX739jvmq8ldB4BiOJxFPZpDhHDVBP6bUlZbKsVpDVv++FZh1z011IXymqbZk0OKJlXMR8DHEk6UrR9W029UcV2wPnw6Nyer0vMmRkvsP+pnk8SmDNlJ2Ux+XZzubi18iYwx+BjywrL3gZbrpZetFEDhOxpJYv6u3ZGZbMODDuMyo1NHheHZ2Sd5MmEjIj+9+aXbJ7NxISN/omJNG9CslEvJj2WXn49an35Z8dm7VarkRVUHgEDgkj/Ex+5UlqASnvmNB4BhLZgqWSm9e0QFB4La/di0o+cr8GQB+xjTp1eqZFIGAD9MbaxEJBXDe5BpcdkG7I3RHEEQhamJINTd0lcsJgwEfzskbzJpSx2WvWRAE3LxwRkEnzIbOdgjC2UafU2MnoR2l0k/nTa4p+32t7Qo12pLKOR+57lKEgz7cvX1/QR762Sl1+NZfXFSymkjcwN7Jsyi9aod67ztfy/sPD+PhV/qwfuklmNlSj0jQ2mcn1yYV8jaSPTIUl8138zUst1GcVLvMag1Z/ftWYNY9+3wMFzbVIVqbLZGV4UBNwIfRRBpf+eHeAh3Maq7PlZRR0ofe9r1SO0vq/pNp6b6v4kmWlT4fN/RxeXaDQKCwMPe0aARTJ0cKykaIBcIBqNqQwq0MxpK5pAc4uyTte9e2IeBj+P5LvdjQWbj5149uvAxb9n1ckhClBV5SCP6+HQeQrmCzAK+g5tmp3TzFSZQr/D8YS+IBCQ1uuuky2UEMJ2/w4MR33D+awOqiZa2rt/Wgf2KmmltQ8pX5MwAiIb/kholyerXDJkByujNy4xdCPxfe/5Lm/xHepFwMqeaGrmpzQqVrznCUbJy1ducBZIpckRNjJ6EdsfRTvn43dLZjZ8/hsp20euNZOW1J5Zzf/sVvMRRLleShAzJ5xOorZ7piFqVX7VDPfRfnfgOjCZw7uQbToxHLn52c787k2cz0xuyma+XyV7mN4uTaZVZrqPj3Abg+DzbrmYtlLc5vrMUF59SCMYZVT75VooP+UelyrsX60Nu+L9fOKr7/urAfm266rKTfoS7szIFAM/HszGY55EZEZjXXYyie8swoVj5yS9L8E0scXu3tx8BIsmAZZMDPcO81s0sSolRakF52oHEHTy/i1WdXbkQ1mZbWYFNdKFcOp5hKyxLYqQSHE0hlpLWbNmi5kV1Q8pX5+ohGQpg6qaagxujUSTWyetU7q8BsnTp1hQBBEPJUc0NXI/IazrnkOTh3X4OfKI9S6SelTlqj4plU3JXLDWqLBpjFZdhSx37u3GwOQPmmd6h0RqmZOaCc764JZjUt2k80Eiqpj1t8HUobxdm9ZAzlwcYi5yvl/GKxPuS+H0+lIQjKdcq12NqkmhAaa9N4+tZ58DFA4EA4wDCpxrkDgWZBnc1FSI2IPPpaX8mSJi85knJLuKc3RrD/8HBu86/pjRE817UA506qKXk+Vi8HdzJMZikSk1l67yaUlpKImirW4PNrFsraZyU6pMRCO0GZZdkBE5ZlW4laXYlLxxpqgoZvfiFSDZ1auXEhQRDmwBiT3NDVjFzDiJwwGJAp+2HAjvCEM9FT+smIeCYXd5vqQ5IaHUsWdpSI5Wqkjo2EAhRXPYjepfRm54ByvntaNIK9a68qyWuV7kFpozi79w9QHmwscrqS84vF+pDrK/moP4ZYIqOofy225vMxnB+tpYlnKqBMLA9B4Iin0iUjIp0drSVLmpyy5L5SBIHD7wO6VxQuSROXFsgtO5DqaAbssRzcqfgZSkpFbOhsh9/Ffi2dFnB0OI5PBmM4OhxHWmK2k5ymlDYvq0SHTi7BYRUt9WFsLvIhm1d0oKXeXYlYtCYg6yuLMXsZYDV0auXGhQRBmEM1c42muhCeWFkUi1dqywkDPumyH0bWTiScR36MbaoLYTCWVFzmbkQ8k4u7AR+TzDk/01Rb8Fn3yg40UzuJMACzc0Cl9r/WvDZ/ozg9uhcEjv6RcfzhVAyfDo3hVKx6pSwoD9aOUrkiOV211IdV+UW5/OWx3Qdz+jeq/J/V5VycAs1snkAcATx+erxkRKSpLuRJR5I/KtpcH8b6pZdgxpQ61IYLd4jVsuzAi4X1jcLn8+GZ1w8VLG195vVDeGBZu9WXZgrptIAPTozkav2KHZQXT21AIG/Gkh5NVaJDSiy0Ewj4cPHUBjzXtQDpjICA34eW+nDBe3Q66bSAvv5RPLb7Q6xbkq3R3NwQxjSZgTezqYZOaaUKQbiPauYagsARDLCCkkLBANO0eWw8mala2Q/Ceaid4WlEPJNdwp3MSOacgsALyn384Ncf4t5rZmNWcz21k4iKMDsHNLI9L7lRXNBX0Ncgh5R9b1zejqmTanBhU53pdkN5sDbK+WMlXanRm5i/bL1tHvpHEhiOp3KbqwJZu6DVydXF853NYj2jeCqN46fH8av/PoYNne0Fu1q3NIRd7Ujkajrlj4oeGYrj1qffxvTGCF5Ys6hkZ9j8ZQfiiJGcM3DL7prVpqkuhHuvmV26PM/Bsx2U6omJm8o114dzjciBkQRaGsJomVS4o7ioKfF8x07HVQ186NEhJRb6CAR8mBaNWH0ZFSOn2fxNEF/t7QdwtqSQ1H2bXU+5GjoVZyA8+lofOjta0VQXQktDGI2RoGG/QRBEdWmqC+H+L38OnwyOoTbkR1N9GH93bRs4uKZOYDX0jybw0MsfoLOjFbXwI5kR8NDLH+Afv3KJ6ngRCvgly35QTCYA9cvcxXhWSY6tFHelcs7BWBI3/uRNNNeHsfrKmfjGn/4Rjp8ex9RJ4dxs7GQ6g8FY0pIOZ9qfpHKKn2FjJFiVPaCqkQPqaXspneucurDmAUIp+75vxwGsX3oJGmqCpvc3GOE3vISSP873eaGAH+dNjmjuPxL7Sj4eHMO6F9/DkaE45rRG0b2yI/dOHn2tz5CyJ+Qf1VH1zmbGWCuALQDOBSAAeJxz/gPG2DkAngVwIYCPAVzPOR9i2SJxPwDwlwDGANzCOX/XiGuRGl3Z0NmOF/d/io3L23OlIOpq/DlH0lwfxj1Xz8KMKXWmJN7VRmmESc+oKNWzNQ+fj2FWcz2e61qAVEZAcGJ2qFOfazmtpDICmuvD+M4XZxcM/mxe0YEpEvddDe0JAgcHx7ZvzMehkzE8tvsgBkYTlFh4BCWNadkEsRparUYC7PMxfHZKHf7+2jYMTMzMevw/P8K918wmn08QDiaREvDztz7BzQtn4Js/e1fWT1Xe2OK4eeGMghi/obMdDOqXtVJjn1BCbVvGiJmaWrWYTGck89zulR0YHkth1ZNvFbQ7i1eWmkkleQp1wmQpfoaL21rw99e2YXgsheNnxrGz57CmfEnLc62WX7S63a+0+WY1VpzSim1tyL0vQRAkdTR1UhjxpPrnKvaVRCNBbP3GPJw4k0BN0Ie7t+8vyDEGRpK52c56ZvxbrXsnYcUa5jSAb3POPwfgCgB3McbaANwPYDfnfBaA3RP/BoAvA5g18b87AfzYqAuRGl1Zu/MAvvL5aRA4sPLJt/CFjXuw9IevIxzw4cW7F+L7X70E6158D1c+vAdf2/Q6+k6MVK0ukBko1XQSR0XzKTcqSvVszUMQOA4OjOL67n34wsY9uL57Hw4OjDpWf+W0EvT7cM/Vs3IJuHjM6m09knoyW3tiYPnaptdx5cN7sO7F9/D9r16CX969iIKLR1DSmLh5RT5ymyBWw0/mJ8B7116FF9YYr1NB4PhwYBQ3/eRNLN+8D+t39eLmhTPw6Gt9OBlLGPY7BEFUj5OxBO7Y+g46O1pL4m++nxJj4rJNe7Fow2+wbNNezTkx5yj5jbU7D0BLWlMNX0c4Fy1tmUprcGrVYijgl8xzu7b24JPBsVxHtBXtTr15ihF+wS3kP8M5rVHcvHAGbvrJm1j6o70F+ZKa3E/rc62WX7S63S9n32MTHZTVgGr3qkfufWU4JHX028OnNfkRsa/kuu59uOrh/43v/OK3iCezg3riedfuPIDVV84s+H2tWrFa905Cd2czY2weY+zyib/bGGP/D2PsL8t9j3N+TJyZzDkfAfA+gPMBLAXwzMRhzwD46sTfSwFs4VneABBljJ2n97rzkRtdOXdyTUngX/XkW0ikOLq2uWujQKURfz2bqFE9W/Nwm2Mrp5WW+jAunFKrWk9ma0/q+Xdt60FGACUWHkFJY1o2QayWn6zGJoTFm+eu3XkAnR2tGE+VzugmCML+jKey/ikaCSr6KSNyEj7xveLf0Ao19gk5qr0xuRYtNtWFMGNKnezMzNVXzlQc8DETvXmK29oqlZD/DKXepZgvqcn99DzXavhFq9v9Uva9cXk7PtNUS6tbbIicP+acy/pB8W81fkSurEp+5/KRoXhOG3rjgdW6dxK6ymgwxv4B2RnHAcbYawDmA9gD4H7G2BzO+QMqz3MhgDkA3gQwlXN+DMh2SDPGWiYOOx/A4byvHZn47FjRue5EduYzLrjgAlX3IVfPqCbolxSQ3DJpM4VlZV1PPUtDqJ6tdtRq122OrZxWAgEf6kIB1XqSOt/ithYwxvDp0FjF9uO2528Eevyuk1HSrJZNEN3iJ0WbmNMaxeorZ+Y255reGIHf5n09XtMu4R7M1q6fMUxvjORsWc5PFcdE0Q+MJdMYGIGqeBt2iS8k1GGF37XzMnefj6E2LG0DY8lMbsCnOMYKgvmDuXrzFLfmypX0MzTXh3FRSz0eue5SDMdT2LznI+w/PJzr9FLj7+z6XK3OZ0X7fn7NQoynBPgZEAn5EY3Yw8btgJ3yXTl/PBhLSupoOJ7K/VuN3uXsJJq3l8z0xgimRSPYu/YqVfFAqi/Oat07Cb0zm5cDWATgzwDcBeCrnPP/D8AXAdyg5gSMsXoAOwH8Def8jNKhEp+VzKHnnD/OOZ/LOZ/b3Nys5hJkR1dqQ9JT/OWWSZslrGosRSo34q91VLTaMwjcgFrt6ilrYmfUaGVKfVi1norPt7itBfdcfRGu795niP247fkbgR6/62TKaVbcBPGCpjpMi0YkO5rVnMcphAJ+LG5rwXe+OBvrd/XihsffwPpdveAcqAvb2y68pl3CPZit3UjIj43L27Gz5zA2dLbL+qn8mDinNZrzA1/YuEd1vHWLLyTUYZXftfPM9yl10nnuZ5pqMZbMSMbYk7Gk6WUp9NqmW3Nlvf0MW26bh+9+aTZWPvlW7v1954uzMac1iumNEbQ0hFX5O7s+Vzv4cJ+PoaWhBhecU4vzG2txTpXqmjsFu+W7Uv5Ybob65j0f5b6nRu9KZVXEv59YNRfnTqpRFQ/k+uIaI0HLde8UGOfagxVjbD/nfE7x3xP//i/O+efLfD8IYBeAVzjn/zLxWR+AKydmNZ8HYA/nfDZjrHvi758XHyd3/rlz5/J33nlH1b1IjVYAkCz6Pau5HgcHRqtWDHxgJIFlm/aWjJro2TFTCaNnT7t0Y4iq3ICSdt1YjF6NVrToKf9Yxhiu795nmP04+Plbrl03YZR/c4OfFASOI0NjuPEnb5bY2fNrFqKloabSn3C8di+8/yVTzutmPn7wWqsvwQgcq11B4Ph4MIZPBscwpT6ESCiAoJ8hEircnCw/Jq5b0ob1u3p1xVs3+EKX4VjtOhW5tuhwPImR8TRukoixRrcF1V6Xms0BLcyVbafd/pFxfG3T6yXvb/3SS9AyKYzZLQ2yExPysXMbhHy4IdhOu9UmX0fBgA+j42msevItTXqXsxOtGw2KKPXFiTOySffK2tVVRgNAkjFWyzkfA9CR+yXGJgNQXNvDGGMAfgrgfbGjeYJfArgZwIMT//9i3ud3M8b+DdlyHaeVOpq1Io6uFCO35KqaS7GqXdfTrucjsth5KaBe1GhFi57yj/10aMxQ+3Hj8ye0Y5R/c4Of9PkY/D4mXXYqTTWbCcKJ+HwMFzbVoaEmqBjr8mPiWDKtO966wRcSRCXI2cA5ddkOEqvKJ+ixTcqVC0mlpUtwzmypx/RoRPVzsfNzJR9OGEGxjqbUcc16V7STOu3XpNQXR7pXh97O5j/jnCcAgHOe36IMIttRrMQiACsB/Ddj7L8mPvs7ZDuZn2OMfQPAHwBcN/Hf/h3AXwL4HYAxALfqvGZNyAmomsJyQz0YtaOdNCqqDnJsZymnGTn7YYxBELgufdHz1086LaB/NIFURkBQoZ4x4SzcEKcIgihEbawTjxsYgal+gOIHYVes3FvHLCq9J8qVzyL3/iJBv2adqH2ubmxTu/GeCGWK9Z5OCzh+ZrxsHmCk/6E2TuXoytTEjmaJz09yzv+7zHf/D+eccc7bOeefn/jfv3POBznnV3POZ038/6mJ4znn/C7O+UzO+Z9wzu05998E7FAHqRLU1pyuRm1qwl2o0YyU/WzobMc//vI90leVSacFfHBiBNd378MXNu7B9d378MGJEaRp9qvjcXqcIgiicsz0AxQ/CLtih711jIbaZMZC769y3HhPhDasygOojVM5umo22x0716PRSjVH8oz+LbU1p6tVm7pCPF9LqZqU06JazQgCx/Ez4zg6HMdgLJnbAdqG+jITy7V7dDguWT/7ua4FmBaNSH7HSXh9xoWJ92+5diuFajZrh2o2q8cs7eqt1WqGH3B7/LAhjtZuNZHLRZ9fsxAMzJF74TikTSaHLbVL708atc/FSfdUAbbUrl2oRh4gp0evt/FUYErNZqJKGL0UScmQjNh4IP/8ANBcHy5wDFJ1xqpVm5rQhtnOtRItqtWMz8fAOcfyzfvKHkuYRyojXbMunXHOzDSzfSdBEIQd0OvTxB3lRT85GEuiMRLEUDxVUR7hhvhBuBO5XHQskcGKn76Zs5/ulR2qN4KTQk1b0KicndpkxiO+P/EdHTsdN63TyinvT0uckbuneCqDT4fGqAPQA2jNA7T6w3J6tGpQww0d3Z7ubHbDC9SCkiENxpK5z4GsAd+x5R1No4ZS59+4vB0PvdyH/YeHAUjXuaF6OPowU79md6BVqkUtmiF9WU/Q75N8BwG/M2pumu077YYW30Kd7YTR6JkNrmc2dLV+xy6otWu9Pk3KF2xe0YHHdn+IV3v7dfsGp8cPwr3I5ZeHTsYK7Kdraw+23z4f0xtrTYmLRsZhO+XMbmqnVytXyn9/c1qjWH3lTDTVhSrar8YMtMQZOU1+1D+KW59+m/JOh6PGzrXkAXpszY5tObe0rzybqcnV/xkeS+DToTH84VQM/SPjrqoHJGdIooFXOhIqdf77dhzAPVfPAiBf58bIejiCwDEwkn2HAyMJV72/fMyuX6WkFbPPr0aLSppJpwUcHY7jk8EYjg7HEa0JGKIvr2jLDFrqw9i8oqPgHWxe0YGWemd0xprlO4u1aocapFp9i9m+giCIytFi18l0Bs31YXSv7MCzd16B7pUdaK4Pl/i04ph4MpYo8QWrt/Wgs6M19289vkFN/KD4TGhBq17kjpfKRbtXdOCx3QcLvn9kKI7+kYQhcVHqWoyMw3apUeq2Or3VypXE97e4rQXf+eJsrN/Vi+Wb9+H67n2WPT9B4DgVK+5fkZ6pKpU7S2ly4/L2nJ3ZMe+kmKQOOTtPpwUg9ZAOAAAgAElEQVQMjCRw4nQcR4fjEDjHz26fj8VtLQCU25FabE18T2PJtO1WBLilfeXZmc1yL3DLbfOw6sm3HD2CIIdSp4gRI9ly55/ZUo+9a6+SHa3y+RhmT23AC2sWVTR67ZYRIDWYPQJn9jKsSrUopxlB4PjgxAhWb+spmFk1u6W+In15SVtm4PMx1Ib8WL/0EtSG/BhLZlAb0r4Tt1WY4TvFzS6KtXrxVP1LbY1Aq29xypJNgvAyWuw6EvLju1+ajft2HChYpRYJnfVpUjFx2zfmS/qCaCRY8G+tviEQ8OHiqQ14rmsB0hkBgaJd6Ck+E1rQqpdyxxfnon4fMDCaKDjH9MYIBmNJnDe5xpRrn1QTMCwOG9UmqxQ7zjSshGrlSuL7+8evXFJQ49aq5ycIHB8PxnDizHhBTOle2YHFbS14tbc/d6xc7lysSQC4e/v+3KppwF55J8Uk9cjZ+fbb5+P7L/Xi5oUzsHZnnm5WdOCfvvLH4GAFeUA+am0t/z2tW9JmmxUdIm5pX3l2ZrPcCzwVSzp+BEEOsVMkH9GQjBjJljt/JOjH+Y21aG4IyzpZsR5OueOUcMsIkBrMdkBKWjH7/Gq1KKWZ/tFErvMOODuzaiCWrEhf1dCWm0fBB2NJrHryLdz69Nu44fE3cOvTb2PVk285xjbN8J1yWu0vaqRWG62+xWxfQRBE5Wix67TAc50C4nH37TiAdF5MkoqJh07GJH3BcDxV8G89viEQ8GFaNIILmuowLRopaGB6KfcjKkerXsodX5yLRiMhdK8snIm/obMdO3sOVxwX5a6FMWZoHBbrr4cC/lz99WrnpG7paBGpZq4k7ldj9PPT004ZjCXxyeBYSUzp2tqD713bpjp3zrezUMAvOaBjl7zTyTGp2m1ROTvvH0mgs6M119Esft61rQcBv78kD8hHra3lv6fNez7Chs52y1d05OOW9pVnZzbLzUYrdgRODmzFiJ0ixSNt4oh1pSPZSuevBkqJiVvqfon3AcDUETiz36VZWjRrIyGzk163j4I7vdFghl6rsemVHr+ndaa21X6fIIjyaLHrVFraN6XyyvyIpTbWLWlDNBLEcDyFX/33MXSv6EBX0WqNx3Z/mPs9M3yD0+MLUV206kXLLDkx3p4frcH22+fnSmc88/oh3HvN7Iq1L3ctfgZD47AdclI71Y42gmrnSkY/PylNbLltHuprAkilBdkcM5nOrmSU1K2P6Wrr2T3vdGpMssLulfrjopGgrueoVh/572n/4WE8/Eof1i1pw+fObUAkFLC8r0irzu3a1+XZzmapF/ijGy/Dj35TWGfLyYGtmHKdIpXutmn10is5hxUM+CxPmowgPwg014excXl7wZIkIwOt2e/SLC2atZGQ2Umv25YLFiPOuil+fow5w/7M0KvZm17pTRq1JjdW+32CIMqjxa7VxDu5UhvnN9YU+ILGSBAPLGvHP/yVeb7B6fGFqC5a8zk1x8t1xF3QVIvzJtfgsgvaDdG+3LX4fD5D47AdclK7dyhqpdq5ktHPr1gTzfVhnDgzjlVPHlDMMUOBbOk8ORvSoye7551OHSixwu6ldNq9sgM/+PWH6Oxo1fUc1eqj+D3tPzyM9bt6bdP21qJzOwwQysE4d89SbZG5c+fyd955p+xx4ghAPJnG+8dHsLv3BJbOOb+gNoxdXpSbMWokRs7Qpk4K4ys/3FvirJ7rWgDOudrfrIoAlLQ7MJLAsk1n72NOaxT3XD0LM1vqEQnaK9BahVl1cM124p8OjWHRht+UfL537VU4v7G20tNbrt0Tp+P43UCswLdu6GzHZ5vrMHVyRPI7bkePVrX4ymJ/AWT9npokykaj45Zrt1IuvP8lU85LFPLxg9dq/o6ed6Phd2yn3Xy7ZozBzwCfz1di32riXf/IOL626fUS//L8moVoaaisLq1WKL4Yju20ayRG12wGKou3xb+lFHur1aFgdE6qN6fQ8T1Xa1crap+fmuOKNdG9sgPrd/Uqal4QOIbjSZyKJTEwkiiZIOXW/hWddmq5dk1ui8pSrL/GSBAHB0bx6Gt9JTWbyz1HLT7Dyg5ao9tZRsUgnSheuGdnNgNnZ6MNjCDnMA/2j2LdkjY01YUwLRrBuZNqXOkI7YKRhi43AnTsdFxyGcbR4TiWb97nmKCXKFqWs//wMG59+m3sXXuVLUbg7EC5jYT0YvYoulNHwdXCfAzPvH6oYMn1M68fwveX/YnVl2YZWrWq1VdWsoyv0lUuBEHYD7EOazk/oibeqSm1US18Pp9kfHlgWXvVr4WwP1rzOTXHG7FsXk2Mr9aMTiNz0kraeZSLVIaa56f2/RRrolyJg+LVuH/3l5/Dv91xBQRw1AT9mFKnb38mJ2D3mddyWNUWldLp7KkNeGBZOwRBUD05UKuvseo9mdHJbefSLZ7dIBA4WwQ9mc5g++3zsbitJTeFvi4coI5mA5ErOG90EX2pTePkCqyLv1Hpb1YLBmBxWwu6V3bg2TuvyO3kSxQSCPhw7qQaREIBcM4xFE8ZssGBEZtYymHEBp12JuBjuOuqzyI0USIi5Pfhrqs+i4DH/avSplfFaPWVWjeWcPMGlQThdUT7PjI8huOnx9Fcn23YyfmRcvFObkMys0pXKPmnproQ7r1mNtbv6sUNj7+B9bt6DamPS7gXrflcueON2MhJbYwvvhYAhsduvTmplJ06ebM0L6D2/RRrQiyNkc/ithYwxvDp0BiOnxnHo6/14chQHPsPD+O67n34+hNvIBIMoKUh27/i5rzTzDajWdipLSo+v6mTI5gWjZQ8x3zt9I+M41RMfX4j9TvVfE9m+EQ7bybo2ZnNUqMK3Ss7sH7pJZLLCgn9KI3gVGMkRqoe0IbOdjz8Sp9pv2kGQT/D3X8+C2t+9m7uPjbddBmCftJpPnauWySHU0fB1ZJKCxhPCVj34nu5d/LIdZdaMgvOqWj1lVrq9TnRZgiCUIeUfYs50P7Dw7ryHz8DNnS2l5SuMCMdKeef3B4/CftjRH1cPe0hs2K3HpuSu5ZzavVt8kVUB7W6K9ZEJOQv0Pzithbcc/VFuL57X0FMGBhJYv/h4ZLzUt5pP5wSS6W0s3F5Ox56uQ8Do4mK8xuzMaPvy8417j3b2Sw1qtC1tcc2RcGdgNp6M0oF50MBPxa3taCzozW3/HFnz2FDR2KKnSdjDP/4y/dywQ+wz+iPEqkMz3U0A9nnuOZn7+LZO6+w+MqqgxF6s7Ntu3m5YIYD3/7Fbwveybd/8Vs817XA4iszD6PrcWn1lVqSRqfaDEEQ5ZGy77U7D2DdkjZ0be3Rlf8YWboinRbQP5pAKiMgKFFOSI1/cnP8JOyPEZ00kZAfT91yOWpDfgzHU9i85yMMjCYUbdPM2K3VpuSu5bmuBa4uE2cHKsk3tZROKNZENBIqaFuLHc3A2Tjz4Nf+BLFkBtFIEGPJbCc1QHmnXXFCLJXSzn07zuY0leY3lVLOHvX4+nLYeaDAs53Ndq5t4gS0jEgqPeupDTW45+qLSjbJaowEDb3efOcpCBz3XjMbvcdGbDf6owQHJJ+jexYdyWOU3ghr4JxLa9eFG9QC5szYaIwENftKtUkj2QxBuBc5+45GgrrzH7F0RaWzaNRslEr+iXAClXTSCALHiTOJgtVfG5e3Y+qkGkWbspNtyF0L59y2M+7cQKX5ZiUzIvM1/+nQmOT7nxaNYNWTbxWcOxoJ2Uq7hLNQymny/7bC15SzR72+Xg12HSjwbM1mO9c2cQJa6s0oPeuheCrXyBDPs3pbD4biKdOuPX/0Z+/aq/DCmkWOWLbjk6mR6DOpRqKdMEpvhDV47Z2YUY/LTF/ptfdDEF5Czr7Fncor3ZC5kjyqfzQh6df6RxNlr5/8E+EW5Gbq1dcEFG2q2rXTlVCyUye2uZxCpfmmUb5c7v1/MjgmeW3k1wm9yGlneKI9VGl+Uwnl7FGvr3cynu1stlMRdCeiNCJZXPC/MRKUfdbieea0RnMb361b0gZBMLeWqxML9/sZ8Mh1lxY8x0euu9SUGol2Q+0IuCBw+H1A94oOsm0b4TV/W8mMDbkNU8ycBeK190MQXkLOvs+bHJHNf9Rs3KQmjyp3nlRGkPRr6czZHJD8E+F25OJ7Ki0o2o9YOz3fNvTWTq90szYlO3Vim8spaGmPy71TI96P1PvvXtGBx3YflLw2PX7dzRsKEuqR0s7G5e3YvOcjVfmNmZRrqwmCgHVL2vDsnVege2UH5rRGc77erXi2jIada5s4AbkaT8GAT3L5wKzmeslnLdYhvXnhjIKNZrpXdqB5YrdaIksw4ENN0If1Sy9BbciPsWQGNUEfggH3jxmpqSmWv3SluT6M9UsvwYwpdagN+zGljpJbqwkHCrUbdrFutdTAy0dp+ZXec6qB4iFBuBet9m1UGSA15wn6fZJ+LeA/Gx/IPxFuRy6+ZwSOZZv2ytqPUbXTjbB5slNrkNNOJOSv6gZ8Uu/f7wMG8lapiNcWCvgti0uE8/H5GGY112P77fPRP5LAeCqDgM+HR2/4vOVtfqW2miBwnIwlsX5Xb07DGzrb8czrh1w9o9+9rX0V0EirfuRGJAM+Jrl8YCieknzWTXUhfO/atlxHs/idrq09FS05dyNpgeOu7ftx69Nv44bH38CtT7+Nu7bvR9oDI7tqRsDzl6bsPzyMW59+Gyt++iYYGNm2xQzGklj15FsF2l315FuutXG9M/GUll+ZPbuP4iFBuBct9m1UGSA152mpD2Nz0UqkzSs60FJfWHeQ/BPhZiRnha7swPdf6lW0H7F2+vpdvbjh8Tewflcv7r1mtua8wCibJzutPnK5YVrghpdzK0fx+49GlPNWK+IS4Q6G4inc+JM3sXzzPqz46Vu4rnufLdr8Sm21wVgSXVsLy4at3XkA37u2zdUrtTw7s5lQh9yOmnIjksdOxzUt9fb5GPw+RpsEqCCVll5u6ualFyLFegsGfAj4GI6djue0R5tN2BevvRs1epVKhpSeE80aIgiiGhjlr9WcJxDw4eKpDXiuawHSGQEBvw8t9eHc5oDVptwu8gQBGK8TqfguCAJe7e0vOK7YfozKC7yWo7kJo9rj1bw2UZ9a7Ig0SuRjVz2Imn9+zUKMpwT4GRAJZWcty12z3+fuSXHU2UzIUm7JitSul3qWepu5PNxNeP05iXqT02VTfcjTz8fOeFG75fQqtfSv3HOy607DBEG4B6P8tdrzBAI+TItGir9edWiZNqEGs3RSHN8HRhKq7MeIvMCLOZqbMKo9Xq1rA7TbkV3uh7AHdtfD4GiS+ikm8HQZjeJC8+kyGzHIfc+tBer1LFnRs9SbNn9RR1NdCFtum4enbrkcz955BZ665XJsuW2e556TnC4DPqZbR3axabtch9F42ca1+NFyz8np+nD69ROEFzDKX1fT76vxLeWOGYwl8ehrfbnNe9YtacOjr/XRMm2iACOX80tpUvxMEAR0r6zOZtdqbJXit7Oohv+txO9qtSOl+yFtmoddn61VPkvNOc3op3Aynp3ZLAgcHw/G8MngWG7DqtZzInjo5Q/wam+/7Aibl2Y+6FmioGdJFy0PV08iLWDdi+8VaM9umL0MVU6X8WRGl47sYtN2uQ6z8NIGgflo8aNKvtDO+lBj83a+foIgsoi2PKkmgOe6FsDPspuQ6Ynj1crt1PgWdccIJZtVb+hshyC4v1QZoR6jlm/LaTIc8GHVk2/hyFAci9tasP32+fBPbKhuVttITbkDozYNpTI12tHz3Mz2v5X6Xa12JHc/ACi3NAk75+3iJoHPdS1AKiMgOFGCy2iflY/acxrdT+F0vNHal2A4nsSJM+NY9+J7uOHxN7DuxfcwMJLArYtmAJAfYTsZS3imQL24RCEfNdP99WwQQZtKlMcJmyOIjnjZpr1YtOE3WLZpL/pOjBg6EqqkSz06quS5Gjlq6oT3q5fBWBIP/up9JDPZRnsyI+DBX73vinsrh1Y/Kqdhu+pDrc3b9foJgshSbMvXd+/DqbFURY2hauR2anyLmlnLGY6SzarX7jyAjD0mchE2QW/bqBg53X4yOJb77NXeftz4kzcRCvhNbxsp2aoR8VsqV3j/2BmcitlntqQdqaRdpdb/6mnLqPW7csfosSOp+6Hc0jzsvNpHEDgODozi+u59+MLGPbi+ex8ODozqnjmvBrXnNLqfwul4trM5nszgvh2FSeV9Ow7g3Ek1uWOKR9gEgWMsYc+C5Gbg5aXvdsSuxfDzqUbQN1qXep+r0R3rTni/ehFnjOXvmH7zwhmemDFmlF7tqg+1Nm/X6ycIIotTG+1qfIuaGMQ5lzwP59QRRpzF7JheG/KXfGZ1nDQifkv5l65tPfjt4dOGT0pxE2b7Zb1tGTWaUDrG7bmxG7Bz262cXZihC7XnpP6zQjxbRiMjk1Rm8pLK4hG2wVgSh07GPFPcm8pb2Au7F8MHqhP0jdal3ucqF+heWLNI12YtTni/epGbMfZc1wKLr8x8jNKrXfWh1ubtev0EQWRxaqNdjW9RE4PIRxFqMDumjyUL7c0OGjTCNpQ61yvJnd2O2X5Zb1tGjSaUjnF7buwG7Nx2K2cXZuhC7Tmp/6wQS2Y2M8aeZIz1M8bey/vs84yxNxhj/8UYe4cxNm/ic8YYe4wx9jvG2AHG2GVGXENNUHqK+8nRZO7vn98xH6mMgE8GYzg6HAcDx2O7D2JDZ3vBaEX3ig7Xjlb4fAxNdSGEAn4k0xkMxpI0+mwRThgpM2p5oYjc0q5Kl6Hkn5eDY8tt8zQ/V6MTQCe8X714acaYlGaNWDZViT7M3OAjFPBjcVsLuld24Nk7r0D3yg4sbmsBY6zgd9ysb4JwA2rit1Ub7iihZvNkNTGIfBShFq0xXUrjUnrbcts8fLalHjtWL8jFUqs1KAgcHBzbvjEfT91yOea0RnXZhpx/OacuhOb6sO0HtYxAj69T267S60fVrQxRp98nVs1FYySoun1ldW5MKGPntls5uxB1IbZPdqxegO23z0djJKjbVqS01r2yA4IglJxH1PZ5k7PHHjsdt9UGi9XEqpnNTwP4IYAteZ89BOCfOOe/Yoz95cS/rwTwZQCzJv43H8CPJ/6/IqbUhfHEqrmFRb5XzsXUyWHsXXsV6sJ+HBkax+ptPbn//uMVHZh3YRQPv5KtXxONBDGWzOC8aI1rRyvsXBzei9h9kzXRERfrRU/QN0t7cuf95d2LEE+qH4EMBnySI5xBne/EzSOhXpl5YKa/1KsPs314YySIe66+qCBWbrrpMjyz9/f46mWtud9xs74Jwg2Ui99WbrhTjnKbJ6uJ1+SjCDNQ0ni+3iIhP06cSeQ2BxQ7MmY111umQalr717RgfOiNYhGtNmGlH/Z0NmOja98gO9+aTYiIXflg8Xo9XVq2lWV+NFy+bla/YYCfjRGgjg4MFpx+0oL5LfNw85tt3J2IW4g+K2/uAhdW8+2T7bcNg+JtKDLVoq1lhE4vv9SL17t7Zc8D/WhZWFWjU4wxi4EsItzfsnEv18B8CTn/FnG2F8D+CvO+Y2MsW4AezjnP584rg/AlZzzY3Lnnjt3Ln/nnXfKXoPS7q5Hh+O4vntfiYH9251X4OuPv1GQCHzu3EmSonHDrrsDIwks27S35Dl4cLlTVV6cknad8i6M0r1Z92vUeU/HEzh86uyA1OK2Ftz/5c8h6GeoCQbsZO+Wa9crAdeONnoqlsCHJ0YxpT4EP2M4fmYcT+09hAeWtRtyTQMjCfz9CwfQ2dGKaCSI4XgKO3sOo7OjFet39VZ675Zrt1IuvP8lU85LFPLxg9dq/o6ed6PhdxypXaX4rca/aY3/RvhMNec4FUug7/hIbq+W6Y0RbFzejtnnNuCcOmt8c7XaCDp+x5HatSOCwHHizDhiyQz8DDh+ZhwPvdyHgdFEicaNzh+M0JcZ13T8zDiODscxGEti856PsP/wMKY3RvD8moVoaagpfxJlbKFdqWc/GEvqfpbl3mUl70kpPwegWr+VXgdhD+3mY/e2mx67eOqWy3MD0yJ6NJrf9mlpCGNyJIhQgCEjAJGQH1PqwhXZvMNQFIOdajb/DYBXGGMPI1veY+HE5+cDOJx33JGJzwo6mxljdwK4EwAuuOACVT8oTnGXIpURJJcOpDIC1i1pQ1NdCM0NYTTU+GU7mu1soGpxag0/J6FWu055F0p2pQWz7teI86bTAv5wahz/uvtDrFvShumNEXCOghkpTrR3rajVrldmHtjNRgWB49jpcXznF78t6GBZc9VnDdvgQ9xARKzrJs5WmlQTsKV/EtGTMxCEHTBTu0rxu5x/05P3GuEz1ZwjnszgoZfPrkocjqfw0Mt9+OGNc4A61T9lGNVqI9itLeIlvyv17Dcub8c/fKUN//TL3hKNG5k/GPXejc5pfD4GzjmWb95Xcs5U2vpNx5RQq125Z39ObVD3syzXrqrkPcnl5wA06bfS6yDMQ6/ftXvbTY9d1Ib8hmhUqu2zcXl7bjDmiVVzc+2gSn/L6dhpDf43AdzLOW8FcC+An058LqXokunYnPPHOedzOedzm5ubK76YoN8nWQsmneHo2tqD5Zv34aafvIl4Ujo4OnVX72KMrsFLlKJWu157F2bdrxHn7R9N4JvbevBqb39ueY44wxlwrr1rRYvfNaI2m92xm40OxpI5fQJZXd634wCGYilkDFrUJLeBiLgvgl39k9E5A0FUC6u0W86/6cl7jfCZas4RCvgxMJpA19Ye3PD4G+ja2oOB0YSlvrkabQS7tUW85Helnr0Yf++5elaJ9ozMH4x672bkNHbLk9SiVrtyzz7DYdp9V/pMpfJzrfo14joIc6jE7zq57Salx7FkxhCNSrV97ttxAKuvnJmzecYY2QPs1dl8M4DnJ/7+BYB5E38fAdCad9x0AEfNvpiW+jA2r+goKAK+6abL8MR//j53zJGhODIyhb7dMrqnVHjfzE2niFLUbILjJsza9MGI8xavfIhG9M9YINyD5OYRKzrg98ES/6i0+7tRJbTkNhAZS2ZokxaCcBHlNsfRk/caEY/VnMNum0hVq43glraIE1GKvzOm1JVor1KN5rfJ4qm0Ie/dDLuxmy0ajdx755ybdt9mPFOt+jXrOtRCfRJEMVJ6/ExTrSGbracF6QoI0Ugw97efwdW+Ti12KqNxFMAXAOwB8OcADk58/ksAdzPG/g3ZjQFPK9VrNopAwIeLpzbgua4FSGcE+H0MW14/hOd6juSOmd4YQcAv3V9v56LqWtCyvMYLZQOsptwmOG7CrOU7RpxXXPkg2vdwPOUKeycqQ9TW82sWYiyRwaGTMXzvf72XW1JVbf8oF4fGJjZqMfM3mhvCOHeSezfPJQivUW5znO23z9ccB42Ix2rOYbflwNVqI7ilLeJElOJvbbi0BGMlGi0u3fDULZcb8t7NsBu72aLRKNnc7KkRU+7bjGeqVb9mXYca7FYuiLAHSn1YlW62Ludjh+Op3N8+n8/Vvk4tlsxsZoz9HMA+ALMZY0cYY98AcAeARxhjvwXwz5ioLQPg3wH8HsDvADwBYE21rjMQ8GFaNILpjbUI+n34+vzP4KlbLsec1iimN0aweUUHWuqla8W4aeRW7fIaL5QNsJLBWBKPvpatOfjsnVdg3ZI2PPpan6ufuVnLdyo9b/HKh509h/HjopUQTrV3ojJ8PgYGhhU/fRO3Pv029h8etsw/NkaC2H77fOxYvQDdKzuwuK0FG5e34zNNtYZpUy7WUUczQbgPMXaGAn7c+JM38WpvP4BsDvj9l3rRvVJ7HKzWMl07LQeuVhvBTW0RpyH17MX4O0VmU0q9Gi1ukz22+yA2Lm835L2ruSats0rtZItGo2RzZt630efWo18t12HkTGTqkyBEinUFoESPemxFjY/duLwdm/d8VDWbdwqWzGzmnP+1zH/qkDiWA7jL3CuSRxA4+o6P4I6tZ0fLuld2oLk+jHNqQwgEpPvrnTByW8lOxbQ0r/oIgoBv/Okf4dt5m309ct2lhm30ZTeM3Knd6F3fi1c+BPw+NNeFbG3vRPWoxD8apVVB4Dg4MFow06N7RQfOb6zBpBrjtOnzMcxqrsdzXQuQyggITtiCkfZGEIS9kPJxr/b245+X/UmBL2ipN79xpXZWm9F5QLlrUvqtarURnNAWcSv5K53GUwL8DIiE/IhGjH/+xfa4//AwHnq5D8/eeQUAlLx3OX3qsRGjZ5VW007NoNjmIiE/0gLHsdPxinM6o3JDNecxU79Ga4b6JAhAXlezmusxFE/lNN8YCRb8W40tlfOxPsbgY8AP/noOaoI+TKkzJ/dxon+0UxmNqqPmhZ0cTeQ6moGs8+ra2oPnv7lQtqNZpNwumVZSqaOnpXnVR+DAt3/xWzTXh3M7qo8lM2DM3k5GD0YmImYtrxJXPuTTHCT9E/r9o5FalZrp0bWtB7+8e5GhiYpUp/bmFR14bPeHueX1tJyRIKzBrIaJlI9b3NaCEyOJ3Kak1bJ9uVltL6xZlMvBq7nMWu1vVauNYOe2iNvx+RhaGmpM/x0pexQ3wCx+90odMsWxXI2NqLE/tRRf2+K2Fnzv2jb4fcwxHSvAWZszyu9YdR4j9ZsfixhjePS1PkM0A1CfhFcpzm/8Pkj6ou23z8eNP3kz51PuufoirN6mLU/R4mPNwqnlYuy0QWBVEV/Ysk17sWjDb7Bs0168f/wM0unCWaLjKenRsvGUs0fLKl1yYtbSPCrwL09KENBcH8Z3vjgb63f14obH38C6F99Dvwufk5FLotSei7RHGIVe/6hWq+m0gKPDcXwyGMPR4XhJ3AKkZ3o014dxbHi8IO71nRgxfPni6m096OxoVbwHgiDMRSrPVWvv5eKhlI/73rVtuY5moHq2r2ZWWzWXWdOSbsJIBIHjVCxri384FUP/yLgqe5TLOeT02T+a0KVbI2aViv7m2Ol47hrmtEZx88IZuPEnb//ar6MAACAASURBVBqWr1Qbo3yB1vPI+W+rfFNxLLq+ex9uXjgDc1qjuWOODMURT2V0vV8qF+Q9pPKbY8PjaC4qb3tkKI7+kURO86sWXJjraBb/+x1b3sHxM+OK7X87aKyc/dq1H8OzM5slZ31t7ZnY4KQ2t5yIMSY5WmbnEQQ1VJocmLE0z6kjNtXCzxjuuXoW1u48UNKxo3c02K4YuSRKzblIe4SR6PWParSaTgv44MRIwaj85hUduHhqQ8FqG6lR+HuunoUuiSSrEv8hd83ijsxS90AQhPnonXGoNh6GAz6sX3oJakN+jCUzECZ+I59q2H4w4JPM04N5/rCay6xpSTdhFILA8fFgDCfOjOO+HQdk7VFLziGnz3RG0KXbSmeV5vubR667NHee1VfOLGnvVJqvVBujfIGW8yj5b6t8k1QsWrvzANYtyQ5QAlnNfNQ/ilgirbntReWCvIfc6s31Sy/BrU+/nTtuemMk1xk7pzWK86IRSRs4OhzH8s37FFciWa0xJfu1cz+GZzub5V5Y/0gCkVAAzQ1hDMaSOH56HBuXtxcE+Y3L2xHyO3tSuBFLToxemmfkUiw3EvAxXNBU64lGjJFLotSci7RHGI0e/6hGq/2jiZJR+dXbevBc14KCsi7iKHx+4jFjSp3h/kPumsUdmaXuwalceP9LVl8CIQO9m1L0diyoiYeDsSRWPflWwfnldmc32/YDPiaZpwfyGljVXGZNS7oJoxiMJfHJ4BjWvfhe2fxUbc4hp8+AX3rQppxupXINLTP+8v3NcDyVu4ZoJOj49o5RvkDLeZT8t1W+SS4WiRqZ3hjBhs52PPxKHwZGE7raXlQuyFvIaWrGlLqcxsV91n7w6w8BZAew/jA4JmkDYoe0Uvvfao0p2a+d+zGc3WNaAeILy0cUmxjIkukM/vnf30ck5Mf6pZfg2TuvwPqll6C5Ibs5oJOxw3KAYmg2iDIZzuGfmGmfjxsbMUbqU825SHuEHVCj1ZTM7KN0prCURv4o/N61V+GFNYtQG5aOe5X4D6lr3nTTZdjZczj37+4VHbSckSCqjFyeW87e1cRDqWMe230Q3Ss6qp5XxpMZPPRyH9YtacOzd16BdUva8NDLfYgnz15vNXNeO+bXhDNJpjOoDfkNzU/l9NlSH9alW6lcQ8tsunxfsnnPR9jQ2Z4bsHZ6e8coX6DlPEr+2yrfJBeLpk6qyfnsh1/pw/7Dw9T2IlQhp6nasL/QF7U04N5rZmN6YwTRSBCP7T6Y8zHid35802XYvOej3HnsqkEl+7VzP4ZnZzY31YXQvbKjYCOTDZ3teOb1Q7jsgnYAWSEPjCbwT7/sxeorZ6IW2QDXWBcsuzmg3bHDcoBiaDZIORh+/uYh/OjGy3DX9nfPjtq5sCPHSH2qORdpj7ADarQalJl9FJBYbVM8Ci8IvKIZSOWuOZ7K4KP+UWzb9wk6O1rxjT/9I4wlMzgvWmP5Mi6C8Bp6ZxyqiYdym+WcF62pel4p5uricmyp661mzmvH/JpwJqFAtkSNkfmpkj716raSGX/5vmT/4WE8/Eof1i+9BBef11DSTnfaoI1RvkDLeZT8t1W+SSoWbehsx5GhsdyKlOJrJQgl5PKbKXXhEj3na35gNIGHX8kOTkcjQYwlMxhPCdh/eDh3vF01qGS/du7HYJzbo3i0kcydO5e/8847ZY9LpTI4MZpAMi0gI3DseOcP+OplrbkRWTvXP3EjNn/eVbkAJe2KtVof2/0hOjta0VQXQnNDGNMm1SAYNNeZmLWjvV2wufYqxXLtEsahtmazHEbacvG5GiNBXbvZK2Ar7VKpBuLjB69Ve6gttKvW3vOPCwZ8GB1P58pkSNmxnWKmna7FJdhCu4T6ms1ORs5+ZzXX41Q8ifFUBn7GEAn5EY2UzVc8r910WsDR09myoIOxJHb2HMa918y2XC+CwHEylsBYIoNDJ2N4bPdBNDeEcM/VFxXks27StkY8r12tqMlv1OQ24YBPMd9xAhbnQcpO2audzVIvpXtlB2a3FDbY3d7JZjds/LxtEQTSaQH9owmkMwICfh9a6sOmz7L3SkPOxtqrFFtolzAOK/xAMUoNxKF4yig7spV2qbOZcFpnsxrkbHnqpDDiSXWNOKtjpp2uxQU4RrteQBA4huNJxJMZZDhQE/RJzt5zMgYOXHtau2r7NqxE6l0bmDM6GU9r1wzU5jYAXJE/WJgHKf6IPTyPBUjuYrm1B0N5mxoBZ5cGnd9Yi+YGdwV3O0LPW5lAwIdp0QguaKrDtGikKsmDXNF5sZi+WyDtEU7BCj9QjJxfGIqnyI4IwkHI2XJGgKId2ylm2ulaCMJIfD6Gc+qy2r7gnFq0NLivLFWx/Q7FU55odxiN2r4NKyl+14GAj3w3YQpqcxu35A92vQ/P1my2cyFto6EZH4QcarRhZ1shbROENeT7hTmtUay+ciaikSAS6QzSacE2s2gIgpBHEDjiqbShMZ7iMkE4C6tsVu537dzu0EK1n6sZz438OeFU1NiDk/TtpGvNx7OdzcGA9CZLQZc1kJ2wpIawBrXlMexadN4r5T0Iwo6IfqG5Poz7v3wxvv2L3+qqIU0QhDWIMfT46XHDYjzFZYJwFpLtxBUdOC9ao6ZGsqG/K/oKu7Y71CKWPjk2PI6uKtYjNvq5kT8nnEw5e3CSvtNpAX39IyUbptrxWovxbEsw4GPYuLwd0xsjALLi27i8HSE/Q//IOP5wKoZPh8ZwKpaAIHAIAsfASAKfDo1hYCT7mROQW1Jz9HS86vfg1GdoJ9JpAUeH4/hkMIajw3Gk04Luc6ktjyHu+JpvK3bYEfpkLCF5/ScnbNYorZFuCbMxQmPV1qnoF9bmdTQDWTtcva0HA6MJshuCsDFiDvDY7oPY0NleNsar8TFKcbkSnOgjq4Eb74moDC2aEASO42fGS9uJ23rw/7N3/+FxVPe9+N9n9pdWKxnJsuQAsjGlIOryNT+k0ASem0JpCAl8y03tkASMSdMajNublifhx20v3/aWm/sAJl/aNAWDExIMaQqxQ8MD+YZw07jcBhIq8cOXuiiE8EOCxJJlCcvSan/MnO8f0qx3VzO783tndt+v59Fja3d29sw5n/OZmaOZMy+PvYfRg7O2Y8rq99c6BzE677jv6kF0pxO2ytII+gDWy2PvlQaagfpTgdhtN33ZidkFHJ5b/H9Mgafna42cRpG5jdyqN35hFt+Hji7G3duH5zBx5Fj/akQcappc/P73sqWB5vKyRmFqoZa9sjmbV3Hn90dx62Xr0ZVOYCZbwGMvvIPe3/41jB3Ooj0Zw3xexcpMAnOZIo7m1Ej85aOa2S0EE7M5pJNx9HamAilHlP56FFbFooZXD85WPLXXzRWEVm+3UhSBgdWdeGz7+aG6dWOhYFz+hYKK0YOzuPvpUWwcXIOeTBLZfBEnHGd/blvGLfnNixhrRJzqeWFset6wHxZUDZ+47zn2G6KQ0o8BxqezuOupY8fD/d1pHH9cuqKvaprEm1NzeGtqvnR8fFJPO9b1ZCqWM98vO//DeFRzpN+acZvIHTsxoS87lzOeRqc9GcPW3cN4bPv5ls8VreYJoPY5iKIInNrbgX/4o9/CxGwOU3N5/O3/+hlu+PBA6ONbH8D60ifOtDylRXm79Xak8LmLTsXJqzJoT8WWPQzSqI13bNqAO78/ismjOez+7Ln4zvbzUChqrs/XGjWdCXMbeaHe+IVRfPd2pHDwyAL+7p9fK40h9HQkce+PXsezv5gKNA7L7z7rbItHdmqhlr2yORmPYfJoDtc9NIJP3v8TXPfQCD4xtAaTsznc+t1X8Mn7f4Jbv/sK5vMqJBDZBxXotxCU6+9Ol+Z8CUqrPGTOTxNHc6WBZuDYFYQTR51dMWQWG0a3W4Vx0vmYEIblV4TA3U+P4przTsZtTxzApp3P4cqv/hSjE/av0GDckt+8iLFGxamiCMQUk36oCPYbohArPwZ4cWwG1z00gs9/+2Uk47Fl+/iZbB4HjyxUHB8fPLKAmWxlnzbbL8dcHDJEOUf6qRm3idyxExP6slNzecM+O5Mt2B7MsJongPrnINPZAq786k+xaedzuO6hEfzgwEQk4lsfwJrJFiyfY+lt0duRwhc+MoBbv/sKLrhrH37/nmeXXV1u1MY37tmPbRecgvHpLLY88DwEhCfna3bOE73E3EZeqTV+YRTfn7voVPzdP79WMYZw9deex1UfOAm9HalA41DvB+3JmGmejsLUQi072Gx0af3xx7Xhxj37lyVwgWMnzbryHXCYb/XoySRx39WDFdt5x8YN2DsyFmiANsvDHhqpoGqGdVhUnV0xFNbpMaxKJ2OGU+EkFIGNg2tw897KvnzdQyO2dxBO4zbMOYHCxYvc2Mj8mjCZkipedYLDfE8ULnaOAbJ51fD4OJuvfNBOIqYY5oN00vnxZtRzpF+acZvIHTsxoS+7c9/ry6bRuWPjBuzc97rtwQwreUJXL/9ENb71ASyjejXLr/q2brvglGXnLtWDW2b10rU0xYiXddSo88Sotj1Fi1F8r+1pNxxD+ON/eKH0B53qOPTrnL/8D1d7R8aW5ZP7rh6MxJhNy06jYXRpvdkTuVUpTScYD/uE3YoiMNDXWXEr0oPPvoEbPjwQaIBG/WEPYZCIGT/UMh5z9jejsE6PYVVXOonVK9pw2+VnlG7XW72iDYm4gp5M0pMDFSdx26iHrVA0eZEbG5lf43GBVR2pin7Y05GEROXBFvM9UbjYOQZQpTQ5Pl78v77fu/vpUWy/8NeX7Ze70s6PN6OeI/3SjNtE7tiJCX3ZF8dm8N0X38HDf/hb0KTEW1PzuOupxSkZdl1tb2CxXp4oVy//RDW+9QGsrbuHcddTo7jt8jOwtqcdk7M5pEym8tO3tSudqHvuYlYvM9lC6f9e1VGjzhOj2vYULdXxLYTA24fnTccQ9GnGyuPQz3HA8j9cfeEjA3jw2Tdw62Xr0ZNJoq8zhROqpjsLq5a9shlYfml9W8L4dpG4Igz/stedTuDdCEzYHY8r6O9ux0k9GZxxwgp88eMbAh8Mj/pVtGHQ15HCzs2VV6nv3DyIvg7n826HcXoMqxRFYF1PBmeceBz6u9M448TjsK4ng670YhL24nYTJ3Fr+FBOFw9boebmRW5sVH7VNImjCyp2PPUq8kt3WORVDXc9NQpVA/M9UchZPQYwOz5uSyyeRugPBvzBgQn898cPIK9qiCkCA+/rNJyv1Y4o50g/NeM2kTt2YqJ82YvWr8bmr/0Un3/0ZeRVDbd89HTcdvkZ6Gq3d01avTxRrVb+iWp86/NN/+O1H8BfXPobyKsavvDoy/jU/T/BlgeeNxwf0Ld1Pq/WPXcxqpcdm45die51HTXiPDGqbU/RUx7f71vRhr7OFFZmkob9cD6vVsShpklfxwH1fjB5NIe7nhrFp889CQOrO7G2px393e2OntfVCELK5hv4GBoaksPDw7Y/Z3hF4tWDGOhbHJjV5znW/7I3NZfHW1Nz2LTzuWXr+vHNF+LE7nYvNqdpaJpcVocRGtwMpKD1YrdY1DBxNIeiqiEeU9DXkYpMsgmSl39ptBu370zP4/w7frTs9Ueu/QA+/+2XbT1sxSOhiF0y50VubER+nZzN1dwHJuMxt+UJVeyuu+XJAEpDYfbm7ZdaXTRUsetWvQc2vX14Dh+6c9+yzz1z04VYu9L9sXBUc6TffNqmpordVmMnJvRl5/NF/PaOfcve37PtgzipJ2PrAYFePtjNQXyHInbrHRsZjQ9omsRMNo9fzizguodrn7uU10siriCuCGTzzZPXgObM13WEInZbnaZJHFnI453pyn5odIeyk37upDwR6Ac1C9Sy02gYqXe7SPXONl9USxN281aP+vS/HpFz8biCE7rS9RdscfG4gt943wpPbv2yG7e1bnHjnGNkxIvc2Ij8Wm8fyHxP1BzqHR/rDwaszgNuHgxY/f1RzJF+a8ZtInfsxIS+7OQsDPvv1Fwexx/XZuu7vZx2Iarx7WR8QFEEVmZS6Eon69afYb1kPN+Mhopq21O0KYpAV3sKK9rq98MgxgGboR/wksgqdm4XScZjkZ6wm6iZNWqKEKPbv5w+bIUozLgPJGodtfapZg/sdfNgQCIKhpcPk4/y9HxecXNsxPojajwr/ZDnQNbwymYXejJJ3PDhAdz99GgkJ+wmIu/pV3Z8Z/t5mM+peOPQ3LGHrXDOMWoi3AcSEWD+wF43DwYkomCE5WHyzYLHRkTNj/3cGg42u6APKn3x4xvCPpcKEQVIUQT6OtugZSQyqTi+cuXZzA/UdLgPJCLg2AN7O9sSzAVEEaQ/TD6djOP449pwztoN7MMO8diIqPmxn1vDwWaXmmEuFSLyB/MDNTvGOBEBzAVEUcc+7B3WJVHzYz+vj3M2ExEREREREREREZFrgQ82CyEeEEJMCCFeqXr9vwghRoUQ/y6EuLPs9f8qhPj50nsfCbq8RERERERERERERFRfI6bR+AaArwDYrb8ghLgQwOUANkgpc0KIvqXX1wP4FIDfBHACgP8lhDhNSqkGXmoKnKZJTM3lOQ9OGdYJEQHMBUTkH+YXovBjP6VmxvgmCp7X/S7wwWYp5TNCiHVVL18P4HYpZW5pmYml1y8H8I9Lr78hhPg5gHMBPBdQcalBNE1i9OAstu4exvh0Fv3daezaMoSB1Z0tu6NhnRARwFxARP5hfiEKP/ZTamaMb6Lg+dHvwjJn82kA/pMQ4qdCiH8RQrx/6fUTAYyVLTe+9Bo1uam5fCnQAWB8Ooutu4cxNZdvcMkah3VCRABzARH5h/mFKPzYT6mZMb6JgudHvwvLYHMcQDeADwC4EcCjQggBwGgIXRqtQAhxrRBiWAgxPDk56V9JKRD5oloKdN34dBb5YvPNoGI1dlupTigamHcbg7nAPcYuRZXfscv8Qn5h3vUO+2mwGLvBYnx7h7FLVvnR78Iy2DwO4Dty0fMANACrll5fU7ZcP4B3jVYgpbxfSjkkpRzq7e31vcDkr2Q8hv7udMVr/d1pJOOxBpXIP1Zjt5XqhKKBebcxmAvcY+xSVPkdu8wv5BfmXe+wnwaLsRssxrd3GLtklR/9LiyDzf8E4HcAQAhxGoAkgEMAHgfwKSFESghxMoBTATzfsFJSYHoySezaMlQKeH3OmJ5MssElaxzWCREBzAVE5B/mF6LwYz+lZsb4JgqeH/0u8AcECiG+BeACAKuEEOMA/hLAAwAeEEK8AiAP4BoppQTw70KIRwEcAFAE8MdSSt4/0QIURWBgdSce234+n0K7hHVCRABzARH5h/mFKPzYT6mZMb6JgudHvwt8sFlK+WmTtzabLP9FAF/0r0QUVooi0NuZanQxQoV1QkQAcwER+Yf5hSj82E+pmTG+iYLndb8LyzQaRERERERERERERBRhHGwmIiIiIiIiIiIiItc42ExERERERERERERErnGwmYiIiIiIiIiIiIhc42AzEREREREREREREbkmpJSNLoPnhBCTAN5qdDlsWAXgUKML4ZNm2bZDUspL/P4SG7HbLPXqBdbFMUZ1wdj1RzNsR9i3IWyx67ewtwcQ/jKGpXxRiN2w1JUdUStzFMv7aghiN6z1xnJZ14gyRSHvBiGM8WBXq21DFGO3GdrIiVbdbsDBOENTDjZHjRBiWEo51Ohy+KGZt62RWK/HsC6OiUJdRKGMVjTDdjTDNjSTKLRH2MsY9vKFSRTrKmplZnmjXY5qLJd1YSxTq2iGuuc2hF+zb5+ZVt1uwNm2cxoNIiIiIiIiIiIiInKNg81ERERERERERERE5BoHm8Ph/kYXwEfNvG2NxHo9hnVxTBTqIgpltKIZtqMZtqGZRKE9wl7GsJcvTKJYV1ErM8vrTFjKUY3lsi6MZWoVzVD33Ibwa/btM9Oq2w042HbO2UxERERERERERERErvHKZiIiIiIiIiIiIiJyjYPNREREREREREREROQaB5uJiIiIiIiIiIiIyDUONhMRERERERERERGRaxxsJiIiIiIiIiIiIiLXONhMRERERERERERERK5xsJmIiIiIiIiIiIiIXONgMxERERERERERERG5xsFmIiIiIiIiIiIiInKNg81ERERERERERERE5BoHm4mIiIiIiIiIiIjINQ42ExEREREREREREZFrgQw2CyHWCCF+JIT4DyHEvwsh/nTp9ZVCiKeFEK8t/dtt8vlrlpZ5TQhxTRBlJiIiIiIiIiIiIiLrhJTS/y8R4ngAx0spXxBCdAIYAfCfAXwGwGEp5e1CiFsAdEspb6767EoAwwCGAMilzw5KKad9LzgRERERERERERERWRLIlc1Syl9KKV9Y+v8sgP8AcCKAywE8uLTYg1gcgK72EQBPSykPLw0wPw3gEv9LTURERERERERERERWBT5nsxBiHYCzAfwUwGop5S+BxQFpAH0GHzkRwFjZ7+NLr1Wv91ohxLAQYvg3f/M3JRavguYPf7z68Q1jlz8+//iGscsfn398w9jlj88/vmHs8sfnH98wdvnj849vGLv88fnHN4xd/vj8U1Ogg81CiA4AewH8mZTyiNWPGby2bMOklPdLKYeklEPpdNpNMYkCxdilqGLsUlQxdimqGLsUVYxdiirGLkUVY5caKbDBZiFEAosDzd+UUn5n6eWDS/M56/M6Txh8dBzAmrLf+wG862dZiYiIiIiIiIiIiMieQAabhRACwNcA/IeU8v8te+txANcs/f8aAN81+PhTAC4WQnQLIboBXLz0GhERERERERERERGFRFBXNp8P4GoAvyOEeGnp52MAbgfwYSHEawA+vPQ7hBBDQoivAoCU8jCA2wD829LPXy+9RkREREREREREREQhEQ/iS6SU/wrjuZcB4CKD5YcB/FHZ7w8AeMCf0hERERERERERERGRW4E+IJCIiIiIiIiIiIiImlMgVzY3C02TmJrLI19UkYzH0JNJQlHMLtgmombGfEBRwDiNNrYfNcq6W560/Zk3b7/Uh5IQRRPzN0UZ45fIGvYVcxxstkjTJEYPzmLr7mGMT2fR353Gri1DGFjdyWAiajHMBxQFjNNoY/sREUUT8zdFGeOXyBr2ldo4jYZFU3P5UhABwPh0Flt3D2NqLt/gkhFR0JgPKAoYp9HG9iMiiibmb4oyxi+RNewrtXGw2aJ8US0FkW58Oot8UW1QiYioUZgPKAoYp9HG9iMiiibmb4oyxi+RNewrtXGw2aJkPIb+7nTFa/3daSTjsQaViIgahfmAooBxGm1sPyKiaGL+pihj/BJZw75SGwebLerJJLFry1ApmPT5WHoyyQaXjIiCxnxAUcA4jTa2HxFRNDF/U5QxfomsYV+pjQ8ItEhRBAZWd+Kx7efzSZNELY75gKKAcRptbD8iomhi/qYoY/wSWcO+UhsHm21QFIHezlSji0FEIcB8QFHAOI02th8RUTQxf1OUMX6JrGFfMcdpNIiIiIiIiIiIiIjINV7ZbEDTJKbm8rwUnoiYDygSGKfhwvYgIqIw434q+tiGRP5h/3KPg81VNE1i9OAstu4exvh0tjTJ98DqTgYXUYthPqAoYJyGC9uDiIjCjPup6GMbEvmH/csbnEajytRcvhRUADA+ncXW3cOYmss3uGREFDTmA4oCxmm4sD2IiCjMuJ+KPrYhkX/Yv7zBweYq+aJaCird+HQW+aLaoBIRUaMwH1AUME7Dhe1BRERhxv1U9LENifzD/uWNQAabhRAPCCEmhBCvlL32iBDipaWfN4UQL5l89k0hxP9ZWm7Y77Im4zH0d6crXuvvTiMZj/n91UQUMswHFAWM03BhexARUZhxPxV9bEMi/7B/eSOoK5u/AeCS8heklJ+UUp4lpTwLwF4A36nx+QuXlh3ysYwAgJ5MEru2DJWCS5+fpSeT9PuriShkmA8oChin4cL2ICKiMON+KvrYhkT+Yf/yRiAPCJRSPiOEWGf0nhBCALgCwO8EUZZ6FEVgYHUnHtt+Pp88SdTimA8oChin4cL2ICKiMON+KvrYhkT+Yf/yRiCDzXX8JwAHpZSvmbwvAfxACCEB3CelvN9oISHEtQCuBYC1a9e6KpCiCPR2plytg8gqL2OXvMd8YI6xGx6MU3v8jl22B/mFeZeiirEbLtxPWRfW2GUbUj1hjd0oYP9yLwwPCPw0gG/VeP98KeU5AD4K4I+FEB8yWkhKeb+UckhKOdTb2+tHOYl8wdilqGLsUlQxdimqGLsUVYxdiirGLkUVY5caqaGDzUKIOIDfB/CI2TJSyneX/p0A8BiAc4MpHRERERERERERERFZ1egrm38XwKtSynGjN4UQGSFEp/5/ABcDeCXA8hERERERERERERGRBYEMNgshvgXgOQADQohxIcQfLr31KVRNoSGEOEEI8b2lX1cD+FchxMsAngfwpJTy+0GUmYiIiIiIiIiIiIisC+QBgVLKT5u8/hmD194F8LGl//8CwJm+Fo6IiIiIiIiIiIiIXGv0NBpERERERERERERE1AQ42ExERERERERERERErnGwmYiIiIiIiIiIiIhc42AzEREREREREREREbnGwWYiIiIiIiIiIiIici3e6AJEiaZJTM3lkS+qSMZj6MkkoSii0cUiogZgPqCoYKxGF9uOiCi6mMMpyhi/RLWxj9TGwWaLNE1i9OAstu4exvh0Fv3daezaMoSB1Z0MKKIWw3xAUcFYjS62HRFRdDGHU5QxfolqYx+pj9NoWDQ1ly8FEgCMT2exdfcwpubyDS4ZEQWN+YCigrEaXWw7IqLoYg6nKGP8EtXGPlIfB5styhfVUiDpxqezyBfVBpWIiBqF+YCigrEaXWw7IqLoYg6nKGP8EtXGPlIfB5stSsZj6O9OV7zW351GMh5rUImIqFGYDygqGKvRxbYjIoou5nCKMsYvUW3sI/VxsNminkwSu7YMlQJKn5OlJ5NscMmIKGjMBxQVCC0DqAAAIABJREFUjNXoYtsREUUXczhFGeOXqDb2kfr4gECLFEVgYHUnHtt+Pp82SdTimA8oKhir0cW2IyKKLuZwijLGL1Ft7CP1cbDZBkUR6O1MNboYRBQCzAcUFYzV6GLbERFFF3M4RRnjl6g29pHaOI0GEREREREREREREbkWyGCzEOIBIcSEEOKVstf+SgjxjhDipaWfj5l89hIhxKgQ4udCiFuCKG81TZOYnM3hnel5TM7moGmyEcUgIofYhykqGKuth21ORESNxn1R82MbU6thzDdWUNNofAPAVwDsrnr9binlXWYfEkLEAPw9gA8DGAfwb0KIx6WUB/wqaDVNkxg9OIutu4cxPp0tTfw9sLqT87EQRQD7MEUFY7X1sM2JiKjRuC9qfmxjajWM+cYL5MpmKeUzAA47+Oi5AH4upfyFlDIP4B8BXO5p4eqYmsuXAhQAxqez2Lp7GFNz+SCLQUQOsQ9TVDBWWw/bnIiIGo37oubHNqZWw5hvvEY/IPBPhBBbAAwD+LyUcrrq/RMBjJX9Pg7gt4xWJIS4FsC1ALB27VrPCpgvqqUALRViOot8UfXsO6i1+RW7tIh92D+MXW8xVoMTlthlm5NdYYldr6y75Unbn3nz9kt9KAn5rdlit5lwX1RbM8Qu27g1NUPsOsWYb7xGPiDwXgCnADgLwC8BfMlgGaPr2w0nWpFS3i+lHJJSDvX29npWyGQ8hv7udMVr/d1pJOMxz76DWptfsUuL2If9w9j1FmM1OGGJXbY52RWW2CWyi7EbXtwX1dYMscs2bk3NELtOMeYbr2GDzVLKg1JKVUqpAdiFxSkzqo0DWFP2ez+Ad4Mon64nk8SuLUOlQNXneunJJIMsBhE5xD5MUcFYbT1scyIiajTui5of25haDWO+8Ro2jYYQ4ngp5S+Xfv04gFcMFvs3AKcKIU4G8A6ATwG4MqAiAgAURWBgdSce234+8kUVyXgMPZkkJxUnigj2YYoKxmrrYZsTEVGjcV/U/NjG1GoY840XyGCzEOJbAC4AsEoIMQ7gLwFcIIQ4C4vTYrwJ4LqlZU8A8FUp5ceklEUhxJ8AeApADMADUsp/D6LM5RRFoLczFfTXEpFH2IcpKhirrYdtTkREjcZ9UfNjG1OrYcw3ViCDzVLKTxu8/DWTZd8F8LGy378H4Hs+FY2IiIiIiIiIiIiIPNDIBwQSERERERERERERUZPgYDMRERERERERERERucbBZiIiIiIiIiIiIiJyjYPNREREREREREREROQaB5uJiIiIiIiIiIiIyDUONhMRERERERERERGRaxxsJiIiIiIiIiIiIiLXONhMRERERERERERERK5xsJmIiIiIiIiIiIiIXONgMxERERERERERERG5Fm90AaJI0ySm5vLIF1Uk4zH0ZJJQFNHoYvmilbY1Ctgei1gPFCWM10WsB++U16UQAjEBKIrCOiUi8plX+zLuE6mVsR9R1FiNNcbkMRxstknTJEYPzmLr7mGMT2fR353Gri1DGFjd2XRB1ErbGgVsj0WsB4oSxusi1oN3jOryjo0b8OCzb+CGDw+wTomIfOLVvoz7RGpl7EcUNVZjjTFZidNo2DQ1ly8FDwCMT2exdfcwpubyDS6Z91ppW6OA7bGI9UBRwnhdxHrwjlFd3rx3PzYOrmGdEhH5yKt9GfeJ1MrYjyhqrMYaY7ISB5ttyhfVUvDoxqezyBfVBpXIP620rVHA9ljEeqAoYbwuYj14x6wuu9IJ1ikRkY+82pdxn0itjP2IosZqrDEmKwUy2CyEeEAIMSGEeKXstR1CiFeFEPuFEI8JIbpMPvumEOL/CCFeEkIMB1HeWpLxGPq70xWv9XenkYzHGlQi/7TStkYB22MR64GihPG6iPXgHbO6nMkWWKdERD7yal/GfSK1MvYjihqrscaYrBTUlc3fAHBJ1WtPAzhDSrkBwM8A/Ncan79QSnmWlHLIp/JZ1pNJYteWoVIQ6fOw9GSSDS6Z91ppW6OA7bGI9UBRwnhdxHrwjlFd3rFxA/aOjLFOiYh85NW+jPtEamXsRxQ1VmONMVlJSCmD+SIh1gF4Qkp5hsF7HwewSUp5lcF7bwIYklIesvpdQ0NDcnjYv4ugW+kJk620rXUEstH1YpftsYj1YEsoYreVMV4XOagHxq6J8roUQiAmAEVRWja2Qijysbvulidtf+bN2y8N7feQZZGPXb95tU/nsYHnGLsRwn5UgbEbAVZjrUli0qqaGxYPqhR1fBbAIybvSQA/EEJIAPdJKe83WkgIcS2AawFg7dq1vhRSpygCvZ0pX78jLFppWxvFTuyyPRaxHsIhyLwbZYzXRWGqh6jHbpjqkoIV9dil1tUssetV/mUej45mid0wYT8KBmPXO1ZjjTF5TMMfECiE+AsARQDfNFnkfCnlOQA+CuCPhRAfMlpISnm/lHJISjnU29vrU2mJvMfYpahi7FJUMXYpqhi7FFWMXYoqxi5FFWOXGqmhVzYLIa4BcBmAi6TJfB5SyneX/p0QQjwG4FwAz3jx/VYvcS8WNRyezyOvalA1iURMgRASMUXBqkyqmS+Lp5ApFjVMHM2hoGpIxBT0daQQjzf8b0aR5/R2l0a0R1RvzWHsuue07YOOGU2TmMnmkc2rUKVEWyLWcvtKO3Veb9nq97vTCRzO5rFQUBETAulkDF3pcOWBqOYpIiK77OZwN/uDZlBrG8vfSydjKGoShaLWtHVhlZ/14mX82l23H+Ul7+h1rWkaVAlIKSNT52ZxYjX/MFd7o2GDzUKISwDcDOC3pZTzJstkAChSytml/18M4K+9+H5Nkxg9OIutu4cxPp0tTd49sLqzIlCKRQ1vHp7D5GwON+7ZX1r2bz55Fu5/5nXc8OGBZZ8h8kOxqOHVg7PY9vBIKQ53bh7E6as7OWjngtVcUK0R7eG0rI3G2HXPadsHHTOaJvHm1BwOHlmo2GdGIU69YqfO6y1b/f7F6/vwuYtOq+hLOzZtwOoVbVjXkwlF/UY1TxER2WU3h7vZHzSDWtsIoPReb0cKN10y0LLHEeXK68zrevEyfu2u221dtHpc+E2v67ufHsU1552Mm/dGpy+axcmpvR14bfJo3fzDXO2dQM7yhRDfAvAcgAEhxLgQ4g8BfAVAJ4CnhRAvCSF2Li17ghDie0sfXQ3gX4UQLwN4HsCTUsrve1Gmqbl8KUAAYHw6i627hzE1l69YbuJoDmOHs6Wkri/7Z4+8hI2Daww/Q+SHiaO50gADsBiH2x4ewcTRXINLFm1Wc0G1RrSH07I2GmPXPadtH3TMTM3l8dbU/LJ9ZhTi1Ct26rzestXvbxxcs6wv3bhnP96amg9N/UY1TxER2WU3h7vZHzSDWttY/t62C05p6eOIcn7Wi5fxa3fdfpSXvKPX9cbBNaWBZiAadW4WJxNHc5byT/V7Vtcf5jpplECubJZSftrg5a+ZLPsugI8t/f8XAM70o0z5oloKEN34dBb5olrxWkHV0J6MGS7blU4YfobIDwVVM4zDoqo1qETNwWouqNaI9nBa1kZj7LrntO2Djpl8UTXdZ4Y9Tr1ip87rLVv9vn7cUb18ezIWmvqNap4iIrLLbg6vft/OuppBvW3U3zPb1zVTXVhVXmde14uX8Wt33X6Ul7yj13UU+6JZnJidj1bnH6P3rKw/zHXSKC17/3IyHkN/d7ritf7uNJLxWMVriZiC+bxquOxMtmD4GSI/JGKKYRzGYy3bjT1hNRdUa0R7OC1rozF23XPa9kHHTDIeM91nhj1OvWKnzustW/2+ftxRvfx8Xg1N/UY1TxER2WU3h1e/b2ddzaDWNpa/Z7ava6a6sMrPevEyfu2u24/yknf0uo5iXzSLE7Pz0er8U/2e1fWHuU4axfGZvhBit5cFCVpPJoldW4ZKgaLPtdKTSVYs19eRwpqVi3Mili/7N588C3tHxgw/Q+SHvo4Udm4erIjDnZsH0deRanDJos1qLqjWiPZwWtZGY+y657Ttg46ZnkwSJ/W0L9tnRiFOvWKnzustW/3+3pGxZX1px6YNOKmnPTT1G9U8RURkl90c7mZ/0AxqbWP5ezv3vd7SxxHl/KwXL+PX7rr9KC95R6/rvSNjuGNjtPqiWZz0daQs5Z/q96yuP8x10ihCSll/ISEer34JwIUA/hkApJS/533RnBsaGpLDw8N1l7P6FMliUcPh+TzyqgZNk4jHFAgBxBSBVZkUJwJvDYE0cr3YLRY1TBzNoahqiMcU9HWk+IA1Dzh9omwj2sNBWRm7TcJpnAb9xGRNk5jJ5pHNq1Al0JZQnO4rQxG7Tnj5ROvq97vTCRzO5rFQ0BATQDoZQ1c6XE/B5lO6oxu7unW3PGn7M2/efmlov4csi3zsBs1uDnezP2gGtbax/L10MoaiJlEoapE63vWDy3qxvG638Wt33X6UN6JCGbt6XWuaBlUCUsrI1LlZnFjNP8zVltXcaKtzNvcDOADgqwDk0kqHAHzJVdEaTFEEejvrX1kXjyvoW9EWQImIaovHFZzQla6/INliNRdUa0R7OC1rozF23XPa9kHHjKIIrMykgExgXxk6duq83rJG7/d1hvuYJKp5iojILic53Itlo6rWNrbC9jvhZ714Gb9efjbIdZKxKNe1Wdm9yj9RrpsgWb2sbAjACIC/APCelHIfgKyU8l+klP/iV+GIiIiIiIiIiIiIKBosXdkspdQA3C2E+PbSvwetfjbsym/3LWoScUUgrgikEgryRYmFoopUTIEGoKBqiAkRyltWw8Dq7QRubzvw6vaHKNKnIiioGhKciqCC3bY3ujV9Olsw/D0RV5CMCczlVKhSoi0eQzwmkM17E2eaJnFoLoeFggpFCCQUgURcaao8k8sVcWg+X8qzq9qTSKWaYjfiiF+3JZa/l0nFMJ/XPMsXft5q2aqs3BprVK8AXMXPsWlOJNoSMdvTnJhP7aFWHCe5KacdUZlihoiCUS/P2TlnsZMvndy6XW87GpGj6h0juzn3Yt61z8nxF3Bs/5uIK4grzs9bys9T9H18ZzKOybl86RizN5PEzEKxZuzr5SgUozctQyuw0+8bXTajPlCRq5ce1pctqIgrAplUDCvaKmNSnx5E1TQoNsf4mMessXWmL6UcB/AJIcSlAI74U6TgaJrEm1NzOHhkATfu2Y/x6Sz6u9O4b/M5kBDY9vAIejtS+POPnY4bHn259P6OTRuwekUb1vVkGFRLNE1i9OAstu4eLtXTri1DGFjduSwRWFnOyfcAcLXusCsWNbx6cBbbHh4pbd/OzYM4fXVnyw84240ro+V3bh7El3/4M/zgwAQuXt+Hz110WqmuL17fhz/5nVOx/ZsvVOSBO78/ismjOVdxZlSWHZs2oD0Zw0xboSnyTC5XxM8OzeH6sti9d/MgTluVackBZzd50GoOPO/XerD5gydVxKybfFGvzG5zeysqr7PejhRuumSg4lhk15YhnNrbgdcmjy6r11RcwZYHnncUP0bHPW72w9X5Us9h/d1pHM2pvseE09hjzBI1p3p5DrB2vmA3X5rlFLM8HtYcVe8Y2c25F/OufU6Ov3Z/9lzkitqycwsn5y1G6//7K89GTFEq9vv3bh7EEy+N477//WbN2P/7K8/GQkHD57/9MmMgROz0+6DbyUofMMrVd19xJv7n917F5NEc7rnqHHS3F3H8ijRemzyKu58exTXnnYyb9+6v6CNWxviYx6xzNEIlpXxSSvnnXhcmaFNzebw1NV8KSgAYn85iYjZfSp7bLjilNNCsv3/jnv14a2oeU3P5RhY/VKbm8qUOByzW09bdw8vqyOpyTr7H7brDbuJorhSXwOL2bXt4BBNHcw0uWePZbXuj5bc9PIKNg2sAABsH11TU9cbBNaVBO335G/fsx7YLTnEdZ0ZluXHPfhyeKzRNnjk0ny8NNAOL23j9wyM4NB/9bXPCTa6ymgO3fujXlsWsm3xRr8zNnn/9UF5n2y44ZdmxyNbdw5g4mjOs17em5h3Hj9Fxj5v9cHW+1HNYrigDiQmnsceYJWpO9fKcnXMWO/nSbL1meTysOareMbKbcy/mXfucHH+9NTVveG7h5LzFaP2H5wrL9vvXPzyCTUNrK8poFPuH5wqlgWaj7aHGsNPvw1C26j5glKtvePTlUsxv/+YLyBVlKSY3Dq4pDTTry1sd42Mes671Likrky+qaE/GSoGiK3+tK51Y9v74dBbtyRjyRTWwsoZdvqga1lN1HVldzun3uFl32BVUzXD7iqrWoBKFh924Mlu+K50AsLzfm+UBfXk3cWZWlvZkrPR+1BU1aRy7mmxQiRrLTR60mgNjivA0X9T7Xre5vRWV15lZjima5H09P5S/ZjV+jI573OyHzcquiGD2yU5jjzFL1Jys5Dmr5yx28qVZTjE7fg9rjqp3jFxdDi+Ov5l3zTk5/jKLWyfnLXbWHyu7qtMs9t0eg5A/7Pb7IFnpA1ZiXhHHxlPcjPExj1nX0vfeJ+MxzOdV9HenK14vf20mW1j2fn93GvNLcx7RomQ8ZlhP1XVkdTkn3+N23WGXiCmG2xePtXQ3BmA/rsyWn8kWACzv92Z5QF/eTZyZlWU+rzZNnokrwjh2W/RWIze5ymoOVDXpab6oV+Zmz79+KK8zsxwTN8n783l12WtW48fouMfNftis7JpEIDHhNPYYs0TNqV6es3POYidfmq3X7Pg9rDmq3jFyeTm8Ov5m3jXn5PjLLG6dnLfYWb9adhGJWey7PQYhf9jp90Gz0gesxLwmj42nuBnjYx6zrqVHqXoySZzU016aWxBYDJS+ziR2bh5cnKtm3+u4+4ozK97fsWkDTuppL02+T4t1uWvLUEU97doytKyOrC7n5Hvcrjvs+jpSpbgEUJpLqa8j1eCSNZ7dtjdafufmQewdGQMA7B0Zq6jrvSNjuOeqc5blgZ37XncdZ0Zl2bFpA1ZmEk2TZ1a1J3FvVezeu3kQq9qjv21OuMlVVnPgrmd+sSxm3eSLemVu9vzrh/I627nv9WXHIru2DKGvI2VYryf1tDuOH6PjHjf74ep8qeewVFwEEhNOY48xS9Sc6uU5O+csdvKl2XrN8nhYc1S9Y2Q3517Mu/Y5Of46qafd8NzCyXmL0fpXZhLL9vv3bh7EnuG3K8poFPsrMwl86RNnMgZCxk6/D0PZqvuAUa6++4ozSzF/z1XnIBUXpZjcOzKGOzZuWNZHrJx7M49ZJ6RsvtuYh4aG5PDwsKVlK55cqUnEFIG4IpBKKMgXJRaKGlIxAQ2Ll93HbD6pspXYebKzm6d31vq8j08GDaSx68Vusahh4mgORVVDPKagryPV8g8H1Ll9Gnb1E3fLf0/EFSRjAnM5FaoE2uIK4jHnT3U2Kov+lGdFCCQUgURc8SrPhCJ2c7kiDs3nUdQk4orAqvZkSz4cUOcmV1nNgZlUDPN5zbN84eRp6C7jNxSx66fyOksnYyhqEoWiZvokd6OnzDuJn2NP7AbaEgpWZVKu9sPd6QQOZ/NYKGiICZSOk9yU0w6nsdfsxwxurLvlSdufefP2S0P7PWRZ5GMXqJ/n7Jyz2MmXZusNYY6y9b3Vx8huzr2Yd+1zcvwFHNv/JuIK4orz85Zj5ynH9vGdyTgm5/KlY8zeTBIzC8Wasa+Xo1DUoEpAShloXIdYKGLXTr8PmpU+UJGrl853sgUVcUUgk4phRVtlTGraYhyqmoRSduwa5twcQjU3unXP9JcoisDKTArINLok0acoAr2d9a+as7qck8+7XXfYxeMKTuhK11+wBdlte6Pl6/3e1V61Eo/yhqII9HW2ebOykEql4jixhQeXq7nJVXZy4LKYdaFemZs9//rBSp2ZLeMmftwe9xiVySyHBRETTmOPMUvUnOrlOTvnLHbypdl6o5ajrBwj11rW7rqpNqfHX8tec7jfNztPqT4n7U0sn0aA7R0ddvp90Kz0Aau52ouYZFxbw0siiYiIiIiIiIiIiMi1QAabhRAPCCEmhBCvlL22UgjxtBDitaV/u00+e83SMq8JIa4JorxEREREREREREREZE9Q9zR/A8BXAOwue+0WAD+UUt4uhLhl6febyz8khFgJ4C8BDAGQAEaEEI9LKae9LJzX8yG2OqO5mTRNIq9KFFQNqbgCTQKalEixvm0pFNTFOZuX5r3t60ghYXDLUiswmlfqSK6AbF6FJiWSMQVFTaKoSaSTMUAuzrvO+GoMztlcqTx+O9MxzGbVUt10pmPoSDJGoywsc7nZKYf+TICCqiHhco5vN/P+lc+lV9QkVE2iLRGDKiXyRfdlI6Lm52YeYSEEYgJIxBXDefTdfI/X21B9zhVTgLmcipgQaEsqELA/T29Y9l/NzE4dG51X12pTr9vPj2cy1Vu2+njEbD7oRmD/8I5R3lUUpew5IGrpeWn6HOHVx6h+zYfvZTx7UT9RjbVAzvSllM8IIdZVvXw5gAuW/v8ggH2oGmwG8BEAT0spDwOAEOJpAJcA+JZXZdM0idGDs9i6exjj09nS0yRTcQVbHni+4rWB1Z2Ra+CgGdXn337qLKxIJ/AHX/839HakcNMlA7hxz/7S+7s/ey5yRW1ZG7C+KxUKKl6dOIrrHx4p1dO9mwdxel9Hyw04G8XZN/7g/Ziey+OGR1+uiDOjmGN8BSuXK+Jnh+aWxe5pqzItOeBcHr+fu/AU/MaJXcvqZvUKDasybYzRCDI7rgg659gpR7Go4dWDs9hWFoc7Nw/i9NWdtgd1q7/34vV9+NxFp1Ws26wc+mfvfnoU15x3Mm7ea5zDnZaNiJqf3RxstPxXrjwbhaKGGx592XQdfuZ6K+s2WmbHpg248/ujmDyaw45NG9CejOGvHj+AyaM5S2ULy/6rmdmp43pt7HdMWl2f220qX7b6eOTi9X34LxedVnGc3KiYZP/wjlFd3rFxA54ZPYj/+6z+imPGv7/ybMQUZdkx6kBfB35+aM52e9RrRy/j2cv6iWKsNfIofbWU8pcAsPRvn8EyJwIYK/t9fOk1z0zN5UuNCADj01ls3T2Mt6bml702NZf38qubklF9/uk/voTxw1mMT2ex7YJTSieM+vtvTc0btgHru9LE0VxpRwss1tP1D49g4miuwSULnlGcjR3Olk4KyuPMKOYYX8E6NJ83jN1D863ZBuXxe96pvYZ1ky9KxmhEmR1XBN2edsoxcTRXOojXl93mcP9S/b0bB9csW7dZOfTPbhxcg5v3mudwp2UjouZnNwcbLT89VygdU5qtw89cb2XdRsvcuGc/tl1wSun/h+cKpd+tlC0s+69mZqeO67Wx3zFpdX1ut6l82erjkY2Da5YdJzcqJtk/vGNUlzfv3Y9NQ2uXHTMeniuYHqM6aY967ehlPHtZP1GMtbBfUmY0bC8NFxTiWgDXAsDatWstf0G+qJYaUTc+nUV7MrbstXxRtbzeVlWvPrvSiWXvtydjhp+xUt/NcHuB1dgtahK9HSncetl6dKUTmMkWsHPf6yhqhl2iqRnFWXkclceZUcyxP3vDTuwatUErxi5QGb+qSd2omgxNjDZDnq3m9JjBCrP9YNDtaaccBVUz7qOq5vh7z17ThW0XnIJT+zpw62XrsXPf63hxbKZmOfTPWsnhTsrWDPyMXSI/BRW7dnNw+fJ63jqpp71u3vIz11tZt9kyXelE6f/tyRjaEbNctrDsv8LGy9i1U8dW2tjPmKy1vvJjQwDo7UhVLGt3m/Rlq49HwnQeF8X+EdZjBrO6jCnC8liR2fml2zznRR91GxOapi0b83lxbCbUsWakkVc2HxRCHA8AS/9OGCwzDmBN2e/9AN41WpmU8n4p5ZCUcqi3t9dyIZLxGPq70xWv9XenMZ9Xl72WjLfWVAVO1KvPmWxh2fvzedXwM/XqW7+94OP3/Bjn3/EjfPyeH2P04Cy0iA1gWY3dtriCmy4ZwG1PHMAn7/8JbnviAG66ZABtLXgbsVGclcdReZwZxRz7szesxm5cEYZtEI/4gKVT5fEbM6mbmCJCEaPNkmerOT1msMJsPxh0e9opRyKmGPfRmP39SzIew8Xr+/CFjyzur37nS/+C2544gC98ZABnr+mqWQ69zFZyuJOyNQM/Y5fIT0HFrt0crC9/9pouW3nLz1xvZd1my8xkC6X/z+fVit/rlS0s+6+w8TJ27dSxlTb2MybN1pdOxiqODT95/09w0yXH+oqTbdKXrT4eCdN5XBT7R1iPGczqUtWk5bEis/NLt3nOiz7qJiY0TeLQXL5izOcLHxnAxev7Qh1rRhp5pP44gGuW/n8NgO8aLPMUgIuFEN1CiG4AFy+95pmeTBK7tgyVgkSfD+WknvZlr+kPsiNzRvX5t586C/0r04vz6+x7HTs2bah4/6SedsM2qFffzXJ7gVVCiGW3Et+4Zz+EaL0BO6M4W7MyjbuvOHNZnBnFHPtzsFa1J3Hv5sGKNrh38yBWtbdmG5TH77OvTRrWTTIuQhGjrZZnvWB2XBF0e9opR19HCjur4nDn5kH0daQcfe9/u3R9aRoM4NjtkdsuOKVmOfQy7x0Zwx0bzXO407IRUfOzm4P15T930am28pafud7Kuo2W2bFpA3bue730/5WZROl3K2ULy/6rmdmp43pt7HdMmq2vqEnD6T0+d9GpjrapfNnq45G9I2PLjpMbFZPsH94xqss7Nm7AnuG3lx2PrswkTI9RnbRHvXZ020fdxsTUXB7XPTSybF/03y5dH7lYE1L6f3WSEOJbWHwY4CoABwH8JYB/AvAogLUA3gbwCSnlYSHEEIBtUso/WvrsZwH8+dKqviil/Hq97xsaGpLDw8OWy2d0izCAprttOChGT83VNIm8KlFQNaTiCjQJaFIi5aK+35mex/l3/GjZ6z+++UKc2N3u9WYF0vi1Yjfg7Q296n7bnU7gSK6AbF6FJoFkTKCoSaiaRFsyBsjFW7NasD83PHaBxYcEHprPo6hJxBWemzgzAAAgAElEQVSBVe3Jlnw4oK48fjvTMcxm1VLddKZj6EiGI0YbnHdCEbtOhGXqETvl0J/+XlQ1xMue9O2EWdw8c+MFSCfjlp7qrWnasRyeiEGVEoWi+7IFJLKxq1t3y5O2P/Pm7ZeG9nvIssjHLmA/B2uaxPjMPD50575l79XKW37meivrrj7niinAXE5DTABtSQUCAtm8vbKFZf/lQGRi104dG51X12pTr9vPaH2/fC9rvI+/6ULEBGxtk9Gy1ccjvZkkZhaKoYhJn/pHZGLXS+V1KYRATACKoqA7ncDhbB4LhcVclk7G0JmMY3Iuv+wY1Wl71Puc0z7qRUxEbMyn5oYGcqYvpfy0yVsXGSw7DOCPyn5/AMADPhUNAKAoAr2dy6+QKX9N0yQmZ3OhSHJhZ1af9dj9jH7bQvk8OWG/lcWNVtveeozibGU8BWQaVCCqKZWK48QWHlyuVh2/K9oaWJgarOSdCJ+Y+sbpfrCR5YjHFZzQla6/oAVmcZNOxuuWJ8i6Y+wSNScneSSuKLbzlp/5ysq6jZbpqT4OtnlcHJb9VzOzU8eGy9ZoU6/bz2h9pvv4RMzSd9cro9HxSG/C/vmuH/t49g/v1KrLvs7lJ0ZGx6h+tYfrPupCM435hPqykLBo1jkro67VbmXpThvfQtK99JAIIiKv1cuz3D+SkSjsnxm7RAQcywV/9fgrpel7gHDmLaIw4D6eoizssRGF/mUVLzMrY/bXL7M5Kx/bfn5T/GXLbLs1TWImm0eheOxWVkURSCgCibiCFakEprMFaJoGVQJSSku391j9/noURWBgdSce235+S1yVNJ0t4Ms//FnFk0m//MOf4Ysf3xDZOKx3a5iqLt1GpUkkFIGYIpBTNSQUBcrSrTac9iYa9FviCqqGRDRugzdkdstXTyYJTZN4b2Hxti99SoxEXAAQWJVJuY7JRlyFWS/PNvv+MQyctLsf/U0vR66oQgBYfFyAQF9HqnSsVJ7LV7Yn8Oh1H6w4Nvjle9mG3s5d3X8Zu0TNr14eKd+PTc7mcetli/NintCVxvtWtPmyn604/o0pKGoSRVVDTBFQFEDKxeMLoYia51V2cj3v5IiexQeF5bBQUBEXAvGYsmxKQL+mEail+thQPx4+NJeriNfu9OJYgZ9TEZTXUUwIpJMxdKWTPD4NKSftbDR1pllc1Vo2EVeQjAnM5VTD2NCPWd3kx/LvTydjKGqLU8DZmaq3mca4ONi8RP8Lhx54+l8QBlZ3Il9UKy5jBxaDMl9UHX1PmHb0Ztt9am8H3p6ex+xCAfmihhsefbn0/o5NG7CiLY7DiTzu/P6ruOa8k0sP1NDfv/P7o5g8mivVYa0di1m9Wx1wbpUdRq6oYnK28qFck7N5R3EYBkZtXx473972ARw6WsD1D48Yvv+lT5yJr/3rL3DLR38DuaLmOIbIf8WihlcPzmJbWVvu3DyI01d3RmrA2Shm79i4AQ8++wZuvWw9JID35gu4/psvlN6/56pz8OTL7+A/n7PGVUy6zZVu1Mqz+aKK3o5UxR/Bdu57PbJ5KWyctLsf/a1W7N90yekoFCW2PmScy3dtGUIqrmDLA8/bil2vY756fXu2fRDj01mcvaYL2y44pRS/mqY5qiMiCh8recRoP/bFJ/8DX7nybN8GmvUy9XakcNMlA6UHgJfn1mvOOxkPPvsG/uD8kw3Pq+zk+kYeQ5Az9c6T9PP11yaP2m5XL+JBURYfZF2rjDs3D+LLP/wZfnBgouZ31CoPYD44Z1ZHq1e0IRVXPBu/IW84ibvqz1y8vg+fu+i0irxXHiv1lr3nqnMgJQxj492ZLDbtfA793Wns/uy56GiLVwwUWxkUr5Xb7RwPN8sYV3TO8n1m9tevqbl8ad6Uck7mTQnjJftm2z1xNIe3puZxeK5QGmjW379xz35MzOYxdjiLjYNrlj25+cY9i09uLq9Du99f6zOtKqEI3HTJAG574gA+ef9PcNsTB3DTJQOIR/Qg0ajty2OnqKI00Gz0/ue//TI2Dq7BW1PzjKGQmziaK+3ogcU22vbwCCaO5hpcMnuMYvbmvfuxcXANckWJfFGWBpr197d/8wVsGlrrOibDmivTyZhhXkonozevWBg5aXc/+lut2B87nC0NNOvvVR8HvDU1bzt2vY756vVNzeVx8fo+fOEjlfF7aC4fmlspicgdK3kk6P1YeZm2XXBKaTBCL5+eW/V/zc6r7OT6sB5DkLl650n6+bqTdvUqHuqVcdvDI9g4uKbud5iVZyabrzl2Yvb9b03NQwjhyfgNecdJ3FV/ZuPgmmV5T1+HlWW3f/MFtCeNx/b0cvR2pHDwyAJ+/55nbY3Z1cvtTo+Ho4xXNi+pdfXy8cct/tWh+q8wdudNCePtHGbbXVQ1tC8dZBm9r7/Xjpjh+11L8wjX+wuil1eNN7uiJpclrRv37Mcj136gwSVzxqzt9dhRpawbW+X/r16OMRQeBVUzzTNRUitm9b/5GL0fU4TrmAxrrjTLS9/Zfl5Dy9UsnLS7H/2tXr6u91571aCNldj1Ouar17dz3+v40hVnlq4w0dd/3UMjvM3WoXW3PBna73nz9kt9KAmFnZU8EvR+rLxMXemEaf6s/re67HZyfViPIciclf2uWQwEtX+1UsausmcLmX2H2XqyeePpDvR9tNnn2pMxxAQ8Gb8h7ziJu+rPmOVMfR1Wll0oqLhj44aKO/Pv2LgBdz01CgCmA8X1jg2t5HYnx8NRxiubl9S6erl83pQf33whHtt+vqPbjsK4ozfb7nhMwXxexXxeNXxff28mWzB8fyZbKP2/1l8QvbpqvBUUNePBVzWiV2CZtb0eOzGTv0iXx9ZMtmAao4yh8EjEFNM8EyW1YlaTgCZh+L6qSdcxGdZcWSgan+gUitH6Q0JYOWl3P/pbrdg3y8HluXo+ry57v17seh3z1et7cWwGswvF0B2XEZF3rOSRoPdj5WWqdR5V/W912e3k+rAeQ5C5eudJ/d1p0xgIav9qpYz6/2t9h9l6zC480vfRZp+bz6tQFMWT8RvyjpO4q/6MWc5MxmOWl333vQXc9dQobr1sPfZs+yAeufYDePDZN/Di2AyA+gPaVspq9t1OjoejLFpn+j6q99RHfd6UE7vb0dvp7EFPYdzRm213X0cKJ/W0Y2UmgbuvOLPi/R2bNqCvM4k1K9PYOzK27MnNOzZtwM59r1v6C2IzPW3Tb+mEcfy0JaKZoIzavjx24jHg3s2Dpu9/6RNnYu/IGE7qaWcMhVxfRwo7q9py5+ZB9HVE68pBo5i9Y+MG7B0ZQyoukIwL3HvVORXv33PVOdgz/LbrmAxrrgzjfq2ZOGl3P/pbrdhfszKNXVeb5/JdW4ZwUk+77dj1OuaN1tfdnmD8EjUxK3kk6P1YeZl27nsdOzZtMMyt+r9m51V2cn1YjyHIXL3zJP183Um7ehUP9cq4c/Mg9o6M1f0Os/K0mZz76n3T7PtP6mkvzbHrdvyGvOMk7qo/s3dkbFne09dhZdl7rjoHe0fG8OLYDG574gAyqThWd7bhhg8PlJZzeiFbvdzu9Hg4yoSU0bwqspahoSE5PDxs+3N+P7wvrA9nMNtuTZOYyeZRKGooahKqJqEoAglFIBFXsCK1+HRPTdOgSiAmAFUCqqZBWXoarL5MrToN20MTTQRSoFqxq2kS78zMI1eUUMTiVZSpuMCJXe1hrC9LKp7GHVeWPXFbVRefsq1qEnFFIKYI5FQNCUWBIgBFUSw/2bWFNTx2gWNPTC+qGuJ1npgeZuUxqz99W49DTZN4byGPhcJizowv5UoAWJVxf5Abxlzpc14KRew2mpN296O/lZcDABQBSAj0dSzGdq1cDjjL0V7HvNFTyssfrnTdf1qHq887GaomkXBXb5GP3aCmxAgKp9GwLPKxW61eHikUVBw8mkO+qEHVJPYMv+36ob52ypSIKShqEkVNQ0wIKIqAXDqvEopYlk/Ly2Qn14fxGMJjTRm7h+ZyWChoiAsgHlNQULVl5+v12tVo33c4m8dCQUVs6Zy9K+0sHmqdy3Wn648DmJVRP3aoN3ZSXkcxAVfb0kBNF7tmnOQho/g1i6tayybiCpIxgbmcClUCbQmldH5W/rl0MoaDR3KOxuzK15NJxZDNa8irGmKKQDqp4LhU0nKfiIiaheeczWX8fupj+XQcYQows+1WFIGVmdr1oX/ObCB9Jl6o+8TNZnnapt80TeK9bHHZU6ePXyEbHkNOGbZ9pvz9GE7sbre0LsZQuMXjCk7oStdfMORq5StFEejpaGvIdzdKM+alsHHS7n70t3rlqJXLDd/34Du9WJ9+XCYg8csjOXzq/p9UxPLpqzsj+YcxIlpUK48UixpGJ45W7MPu3TyIX1+V8XUfZju3ZYxftpPrw3gMQbUpikBfZ+3jynrtWn2OfvH6PnzuotMqYn7XliF0pZ1dXVnvXM5qzJltR72xEyt1ROHhJA8ZfabWuVi9ZbsMhhaqP9eVTjoas9PXYzQ2tmPTBqxe0YZ1Pf7uX8KER88Ba9bbOcwefthqT9z0k52nThMRBYF5iaJOPy7LqxLXM5aJWorRPuz6h0cwyXMVahLV5+gbB9csi/kwn58369gJhZvbuDMaG7txz368NTUf2r7mB17Z3GL8uoWq1tNgq18zmly9BW7tcs3OU6ejgG1OURJUvEatXzRbXooyL25NDHu8+YmxTNR6/Or3UcutUSsv1ae36Xy+8kG4Th9+FiaMV6olDPFRa2wsmy9ichYtEbccbG4hfs4ZrT9co7xTWX3iZljnsg4b/YnD1XVs9NTpsGObU5QEFa9R7BfNlJeizEnsRDHe/MRYJmo9fvT7qOXWqJWX6itv01svW18R4zPZgmHMR+XBuIxXqiUs8VFrbOw/fjWL25440BJxyyPoFmI21YUXl/KbPV3UyhM3/SxXM2lPKrjnqnOWPVG1PRm9bsw2pygJKl6j2C/6OlLLnvS8c/Mg+jo4L2SQnMROFOPNT4xlotbjR7+PWm6NWnmpvvI23bnvddyxcUMpxveOjC2LeaPz87BivFItYYkPo7GxHZs2oDuTwM59r7dM3PLK5hagP6U1m1fx0GfPxa+OLODO74/ixbEZz26bMXv4IYC6k6ub3WYQpdt5gjCXU/Hwc2/h6595P2KKgKpJ7HrmF/jT3z3VcKL7MPOqzfWncBdUDYk6T+EmciqoHBXFXBiPKzitN4NHrv0AippEXBHozSTZD7G4753J5pHNq1ClRFsiVnrqtdecxE4U481P8biC01d34tHrPoiiqiHOfQpR0/Oj30ctt2qahlsvW4++zhQ6UnEsFFS8+94CNI1TCDmh38KvaRpUCUgpA7+VvzwGXxybwV1PjeLWy9bjN97XiXQyju50wtHDz8Igav2LghWW+NDHxr6z/TwsFDQoAhg7PI///vgBvDg2Y6tcQZ5PeK2hg81CiAEAj5S99GsA/h8p5d+ULXMBgO8CeGPppe9IKf86sEJGnNmTMP/y99bjH37yNj76fx0PVUpMzuZc72jMni5a74mjZrcZROV2nqAk4zE8+4spPDoyXnqtvzuNG+OnN7BUzlhp83rzLRWLGl49OFvxNOWdmwdx+upODg6Qp4LKUVHMhcWihrdnshg7vDgP2XxeRXZlGutWZlq6H2qaxJtTczh4ZAE37tlf91Y+t/PLOYmdKMab3+JxBSd0pRtdDCIKkNf9Puy5tXx/k4grmM0VcdsTB0r7qTs2bsDekTH0d6fR29kWiQGNsNDPu+9+ehTXnHcyHnz2DWwcXIOeTBLZfBEnHJcO5NioOgZfHJvBbU8cwGPbzy+dl9c7Pw+rsPcvaqwwxYeiCPR1tgEAJmdzpfMBO+UqP5/4+o+P5ZOFvBpYPnGjoaWTUo5KKc+SUp4FYBDAPIDHDBb93/pyURpo1rTFQdx3pucxOZuDpsnAy2D2JMxCUWLzB0/Crd99BR+6cx8+fs+PMXpw1nUZnWyz2RQcUbmdJyhB15Of8VtvW/SDtY/f82Ocf8ePDOPT6Ani2x4ewcTRnGfltCMM/Z38EVTfi2IuPDyfx1yuWPHaXK6Iw/PNfVtYPVNzebw1NV9xYGl2y1ytfGc1rziJnZ5MErs/ey6+/pn345FrP4Cvf+b92P3Zc0Mdb0REYdeIfXn1vqJY1Az3HdX7m9+/51lMzubQuzRtyPh0Fjfv3Y+Ng2tw3UMjTX+Lt9f08+6Ng2vw4LNv4JrzTsZtTxzApp3P4X88eQDvvJcN5DwhiseTVjXztpF7QcWH3fN+J+XSNIlfHVmAJgEhBLZf+OulfHLlV3+K0Qn3Y3d+C9M0GhcBeF1K+VajC2KH2WXtADyZnNzt1U5mtxKs6kji6geeX3YSXP4XT7ucTshuNgUH/5JeKch68nty/XrbYjbfUnl8WnmCeFBPozWqr/uuHsSqTBKqBGICUBSFcR1RQfW9KOZCTUrM51Xc+t1XKu6e0WS4D378UD6tDwC0J2OWbuUzy3ff2X4epo7mLeVhp7GTK2oVbbdry1DF+2F4ojcRUZR4vS+vl4eNjkF3bh7El3/4M/zgwETFvsPsIqRbL1uP6x4aKb3WlU5wagIH9PPurnQCGwfX4Oa9i39wPntNF64572Rc9dWfBvLQsigeT1rVzNtG7gWRf4Hl43w7Nw/i+K4UutPG01vYLZfZ7AS9HSmMT2cxPp3FdQ+NuBq7C0KYrrv+FIBvmbz3QSHEy0KI/08I8ZtBFqoW/bL20V/N4pP3/wQfunMffv+eZzF6cBaH5nKuJye3cnVnPfqtBOX6u9NQJTyfz8bNhOz6FBwndrejtzMac9A0QlD1FMTk+rW2xcp8S/oTxMuVP0Hci/5jlVF9XffQCF4afw9X3Pccfj45h794bL9v30/+C6rvRSkXappEUZPLrt69cc9+FFsszvVpfa647zn89o59+MXkHObzqmGOqr5lzizfLRQ0W3nYbuzUy/NB5lAiombi1b7cSh42yuXbHh7BxsE1pd/13G62v+lKJ0q/93enMZMtoL87jUTIb9EOGyFEqf56MslSXW+74JTSwDMQzEPLonQ8aVczbxu553f+ncka59z9Y0dqHifbKZfZHwa3XXBKaZko/EEwFHsQIUQSwO8B+LbB2y8AOElKeSaAvwPwTybruFYIMSyEGJ6cnPStrOWXzP/qyILpbbILBfeTk3sx4Gf2JMxU3Higzs18NmGZkD1qgopdOxrdlmZ/JCmPz3pPEPdjwNzslplaB+/ltyQ221Nnwxi7FJypuTxUTRrGftgHJL2O3eppfb78w9ewMpPAjk0b6t4yZ5bvYsL7PwqXq5fnzXLor44shL59mxnzLkUVY9c+KxcvWRlA1nO72f5mPq+W/q/P2XzPVecgzkE8ANZjNyZQqr+VmWSprvXzgXI8R6YgtFre9XJaS7Pj4GzeOOe2J2Oenetb/cNg2OcqD8s0Gh8F8IKU8mD1G1LKI2X//54Q4h4hxCop5aGq5e4HcD8ADA0NOYoqs8vk9dfSyRgOHjm209+z7YOmt8nGlv6y6WZyci8G/KqfhBkTQDoZw4pUAru2DC27PdfOfDbV9ZVYGsAOw4Ts1arL2p1OYDpbCMXtN3ZiN58vYnIuj6ImEVcEejNJJJPed+NGT66v/5GkVnyaPUFcUQQmZ3OYzxc9PbCrNbWIWX3NZAul723GWxLtxG6r3Y5vZXv9rhO/158vqogrxvu62FI/DGs7e3HMUK56Wp8Xx2bwV48fwL2bz8Ej134AqgTaEsqyp0drmkRMAe7bPIjryh52et/Vg6Z1azcP63GgaRpUCUgpkYgrUOocp5gdg7w7k8V72YJvt/9SbV7HLlFQwhK7fuwb/VrnfK7+uWC9Y1D9d71c1cfX9109iCPZAh7bfh46UnEsFFRsHFwDASCbV4GMq82wNA1I2I8PrcauoiilhwKqmlbat+tXile3kR9XjtutT6f1H6Z2C1NZwlaesORdO5zWX7GoYXRiFtc9NLLsXF1RhO31mh0Hq5o0zbleneub5fXyPwxWP+8qLDFXLiyDzZ+GyRQaQoj3ATgopZRCiHOxeDX2lNcFMBpI2v3Zc5ErHruN9eufeX9pbkNgcRA6GTMeYE0nY64Hc70a8Ct/EmY5N/PZmNWX2232g525zMLQKc3k80WMTs7h+rIBiXs3D2KgN+P5gLOVwV4/WZ3XqPoJ4uVtfetl6z0dMK81j7RRfd2xcQPuemq09L36gWYY/vgSNL/nAA8bK9vrd50EUedCCGhSw91XnIkbHn259D13X3EmNCnx8Xt+3NTtXC5hcCwweTQHTQIndrcbfqa8jXo7Urjt8jPwa70ZCAD/48kDmJzNY8emDaW7p5z+UXj04CzufnoU15x3cuk23v7uNP7+yrPxpU+cic9/+2XD9Zsdg0zN5fFnj7wU+nniiIiq+bFv9Gt/OzWXxxuH5uoey3anE9i5ebB0d41+fvB3P/xZaXk9txsdX8cUlAZnyr/jtsvPwPuOq7wK2q56ddNsx4c9mST+9HdPK9Xnt6/7IG67/Ays+v/Ze/foOKo73/db1Q+p1ZItWUg2YPMIMQ5aHDFGDg/7TGIOE0IGJ4yPneSOsSEwgB0nwywmAXPuHK9wr4dzMCaHG4YYGzJJwMAsDIYJC+aCiYOTc80jseyDL1cTQQg4Mg9LliVbarX6Vfv+IVW7H1XdVdVV3VVd389aWpjurqpde//27/fbv733bzeH8eNVF+M7Tx3IvueWld22rxw3W59W699N7eamsrixPF6jEpn8+EQ8T5cVjtXN3lfPD/74xGSRzlXH/XaN9fViMbNnNGDfhivyYiNuljlJ1PgQH0mSmgAMAPiMEOLE9GfrAEAIsU2SpO8C+DaANIA4gL8XQrxe6p6LFi0S+/fvN1WOobEElm/dlydMhcHlp2+9DN985M3s9wvnteIHX+tCPJkpGgwumN0CABXNMLhZcLTqa25bBC98dwkyClw1q6JX1tzDMOa2RcoNnKvyEqVk96ORCXzzkTeL3uPpWy/TDWZUgltnyEqR29YL57Xi+19ekBdcqaT/fDQygSWbXyv6fN+GK3BmW1NefWUUgX98qS87mbF5RTcee/0D3P6lBbXovzWXXb0+WK/BKiPv63SdVKPOj56IYySeRECScGRkEk3hACaSGcybFcEjv/4jdvYeqfSZNZddo6g5m3Mdz22re/C52S0I6qxcMuJ3LJzXituunI/zOpsRCZnXw+ozNi7rwqYX+4rkYcvKbpycTKM9GsYZrRHMmdFYckJEdaYPDoxmdR/RxDOyq8c5d73kyH1rxYf3XlPrIngFz8tuKZywjU7Z249GJvDdpw4W+bLbV/fggtNnZHX10FgC//D8VLq21kgIo/EUDnw4jBuWfAZCCMsHUc2e0Yhz2qMV+azl6sbmunOF7KbTCj45OYlURsHweBKKEPjeM2+jo7kBt105H2e1N+GT0Th+uPtdPLRqoa121Gx9Wq1/N/n1bipLBeVxhey6gUpk8vBwDCu3vVH0nRqcNXvfUn7wJee0YvXl5yKVUXB4eAIP7nkPQ+MJ2xcOGYnF1LgPlHzRmq9sFkJMAGgv+Gxbzr8fAvCQ0+XQWiZ/WnMYG5d1ZQ13KqPkzW4cHBjF1tf+gH/8q/+gu022kgZ282mretsK4smM6wafZnKZuZm0Tm5Upw7iUpPYe4nctj44MIr7X+nHxmVduGBOCyLhYN4MoNlAermdBrn1pSgC9yzvxg++moEkSQhIwD3Lu13Tf6tNrXOAVxsj7+t0nVSjzmVZxv/Y/S6+c8Vn8dnOZmSEgKIIJNMZ7Ow94sgz3YpeWh+9QDOg3UaFqbkODoziwT3v4aFVC5FMZzAcS5rSI+oz9PJFypKUnXTdt+GKvPuqPsjOtZfj49E4hmPJbKDZr7s0vEq9BY6tYKUOGKCuP5ywjU7Z23AwgKHxRNaXbY2EMJHM4PTWxjxdnUxnsLtvELv7BvOuv37xuYbGZHopF1sjU7tchsYSlseh5eqmHv3DYFDGma0RjMaTaAjKkGUJT996GY6NJ/HpyUl8f+fbjtlRs/Vptf7d1G5uKosby+M1KpHJ4VhSd6yu3nfhvFasW3peNr6nKIruPVXd+PStl+HISByj8VTWDz44MIqb/uNnEG0IoSHYjB/99ULNdHmVYDQW42aZc8UBgW6g8MCEhfNaIQBserEP33zkTWx6sQ/NjUE88I2Lsr+b2xbB7V9agNOap06VPGtWEzpbGm0NJrn1tFUjB7i5Bb2yauUyczNq/s5c5rZFeHhHDoVtfXBgFJte7EMkHMz2HyMne2uhddim3pb23H57RmsEs2dGXNV/q42X9IUdGHlfp+ukGnXeHg3j9i8twHeeOog/v+81rP7JWzh6chKTaQUL57U68kw3o6b1Oas9ijNaIyUDzYB2G00kM0W+yJ1XL8A3H3nTlL4qfIaaxieXXDuo106yLGHOjEZEG4LY9GJfdoDshhRZhBBiFidso1P2VvU7h8YTWLujF9975m3MmdmYDQLb+Xw15eJZs5pwZlsTZkWnAhxW/GUzZatX/1CWJcyKTo0DTp8ZweyWRgRkKc+Oblvdg7achU92YLY+rda/m9rNTWVxY3m8RiUyuat3AJtX5B/MvX1ND9qjYYSDAVzV1Ynvf3lBXnzvWCxZUqfJsoRwMIDvPfM21u7oxcGB0ey9ZVnO9nMn4oBGcbPM1TyNhhNY2SKgBqD+9cAAVi46C42hAP760eKUBc+svQyBgIxUWnHVSuNq4+YUH4XYlLO55ttbqpmz2avk5ie9ccm5mDOzEbIkIRIK4LScwwOtbjXxYmoRuEB2vaQv7MAvOZsB4HgsgbcHTqApHMBoPIVte9/H0Hgim7ahwmfWXHatoCgCx2IJTKYyCEhSdoWY1gGRZs+KAMxtjSuVs3nLym7c93K/oW1/HtV9tcRVssuVzdbw6cpmV3LXMOEAACAASURBVMmu3XgpZ7N6byOHDTvxfCv+cjqtYHA8gVRGQSggoyMaxh+OxaqVs9m1squV6mRX7wDuWd6NjpYGzYN8q5GCkzmbXVMe18putalUJh94tR8reuahPRpGZ0sDzpg5tfhDUQSOjExg1U/eKqnTFEVgNJ5EPJlBRgg0hgKYFQnjvaFx18hYITXuAyUfwGBzDqlUBr8fHMe3n+jFD79+UV5+ZhXmKDyFlwafhWVti4QwEk+ZKbsrjEAymcZQLIm0IhCUJXREwww0F5BOK/jweAxDYwnNXOqfnIiXzL1ch7hCdr2kL+zA6ADRyTqpRp0fGZnAf9ToT7+5cykioWClz3SF7JrBbO5LrTYCTp33kBECX7hvb9FzzOgrrUFsKCgjKEuIJ/3RH2uAq2SXwWZrMNjsHLUMejhhG2vt4zjx/HJnlRSid3bBgs5mjE6mdctmY9ldK7ul6vL0mRHdSWErASOz9Wm1/mst824ti8XyuFZ2a4FTMmnk/KUPh2M4enKyKIYwv6PZbOyoqtSwD7g7Z7ObGIols6tG1S2nevlZibdy+mqV1StlzyUcDuJMBpdLMhJPYeB4PG81YO5ptOVyLxNn8JK+sAMj7+t0nVSjziVAsz8FJH+1t8pwLJkNNANTuueOZw9h07UXoqUxVFQnem2Ue5BkpfqqpBxEDd+GEELqAidsY619HCeeb9ZfHhxPZAPNwJT9W/dEL3auvRxntEY0r3Gq7G6jVF2qfsPGZV3ZQDOQP3YxUz9m69Nq/bup3dxUFsB95fEaTslkOZ02HEvi8PCEbgzBzW3qVpnzfc5mRREYGkvgo5EJpDJKVrC27X2/KOcLcxQSUn1y++jQWKJsrrhkOlN0yBZwKlG+mdzLhJDSSBKKbOXmFd1w0WR/VdE7pKMpHLB0UIeb9JVZXUwIIcS7tEVC2L6mx7D9yR1HqxwZiSOd0T+Aq95R7aaiKLp1We4gXzcc8kWI01TDxyznU5eLIRDz+HKJpLrMXILA0ZMJrJ2ehf3l338xO9txcGAU97/Sj03XXojzOqJoDAdsPV3SjVSyZUHNbZNWBMIBGbIETKan8nU1hWXEEtpbhCPhAAQEJpPKVF6cYADBwNTWXnWbbyqtn78qt8x+2BY8OZnGcPxUGo32SBiNjfXXjXO3fR+LJbF2x6kteVpbyhRF4MRkAhOJKYdWPWRLa+ZSPVn2+fVLkExnIEsSAhIwMDKBgCwhJEuQZCCdsZ4zrdx7uXULjpMkEmkcmzglu6c1hdHQUB+ya6Vdk8k0RuIppBSBjCIQDspoCMqauX3VZ5ycTCKWyGTrMBSQkMoINDXIaAmHbdneVepdtFM+SHjs9Q+wcVlXNg/hY69/gLu/dqHpZ7sVM+2rt2piYtoumb13ob4q9Xwz5TSbWiqdVtA/OFaki9VthbkpOhrDMpIpgWRGQWNQhgIgowgEJAmyBCQyChpDUz4VgKIUH5FwAGlF6J6NYVZG1bygRj9Xy1TuM7/obkJqQSV9E0A2b35QkhAMyEhlyp+1U5hvuLO5oexBr0bLrqWjCsdA0YYAMhkgIxQoCpARU3ozFJSQzgABCZAkCamMgrQiEApMj5MMvJvZ8o/Gk/hkdBI/2vMuNi7ryst/qveMUEDWtH/BgD/XthWm1bqqqxNP3nwpZAmQJQmyPCWnoaCcd5BvYf2FpmXQrjFvOq3g+EQSyYyCjCLyzrUpfE6pe2vl59ZKl1KUAzdnrC9JEiRJQFGm5EcIAVmWNfu2mRSY5d7BzvGYn8d2dpCrb9bmpODZvroHHS1hpDICihBoyJEbVR6Ox5OYTGXQFAogkT6lF9XYk+pPCkVkfczZMxrw3PrFWR+zLRLK+qGAfgxBkiR8NDKRbeNMZkr+1TFZZ3MDQqFA0buZ9VcrqUc77md3uepjpG+C3OTh/+UrF2SFGgAe+fX72HrdxVj/5AEcGYljaDyB01oa8Kt//xSXnteRHRjVI5UkY9fKbZN78NDW6y7GE28cxut/HM47/KijuQF3f60LE8mM7rU/XrUQkykF33vm7aJyAdDMjWn0wCOvMTmZxnvDxQcEzm+P1lXAOVcW1UPGSm1lURSBj0YnMDqRwj/96j2sv+KzmBUNYcvK7qJ8S6rzIssS2qNhfDgcw/B4ArfvPCVfP161ELIk4dvTesCuJPtuO8CimiQSabx7rFh2zz8t6vmAs5V2TSbTODwax7GCvOI/XnUxRhtTRbl9VRkfmUhl7dPctgi2XncxXnr7I1xz0ZlobcrgH1/sM3Poqal3AYr17eM3XYLmxiC++5/mF5UrEq4PmTbbvuqqCa2czYWrwYze28jWODPlNHtorqIIfHJyMhtoBk7p4n+55TJsevH/y+aZ7GhuwJ1XL8Adz+b/W9NGr1mEhpCMe//vf9e83uxhUkCxjKoBca2DXbQ+LzygUf1tQ1DG9T/9re90NyG1wMjhqXp98/GbLkEipeCWHebGBnr5hj83u8VUwNmojiocA6m672f7PijK26va+q90n4F4wZjpgW9chP/2b7+3bdyjlv/TE5PZreS7+wYBlD8csLO5AdtW9+TV4dbrLkZGUaAownf6sjCt1u6+QfR9MobHb7oE1//0rTyZffT6RXjg1X5sXtFddJDv+GQasyJKkb2yMubVPddmzSIsmKNvRwvvXdhfrurqxN9eeX6en6/a2T+NTBTFCXLldvOKbjz2+ge4ccm5iIQD2PraH3DXVy4o6u+l/JRcyvlDdo7H/Dy2swMtfQNM+Zhrn+id7iu/1ZR5VR5aI2GsvvzsonHIr38/iEXnztLUqYU6Wc2X/tjrH2D9FZ8tiiE8fN3FuPuFd7Ky98y6y3BsPFU0rv1cZ3M24GzFX7UqN3bJoRPy7LupRlXxr+iZh+FYMm/WYmfvETzxxmH8yy2X4Vff+yJ+9q3P48X/dQSnt0Vxy+P7MRxL1rDkzqKVZ9LIO6u5bdQOqV57x7OHsG7peTgyEsf6Jw/gli98BkdG4jg8PJF9zrql5+F4LFXy2uOxVDbQXFguvdyY6rX11mbD8VM5xYGp9/32E70YjtfPOwL5smhkS9lwLIlEWuDbTx7Aip55+O5TB3H3C30AgB03XYI9f/9FPLP28iJFqcquGmhW7308lsoGmtXP7JAlq32sHjg2oS27xya8/+5W2nUolsSR4/Ei3fedpw7g8PBE0bWqjK8vkMv1Tx7AykVnYf2TB5BMC6zomWe4DGbfReu7w8MTOBlP44k3DuNn3/p81m4+8cZhjE3Wx7ZZs+2rrkR+bv1i/ObOK/D0rZdhwZwWzcMB7dQJZu6l9dt1T/Tqys+U/Glvj06mFazomZd14tctPS8r17n/Vn+fZ6N37Mfh4Qnd6/XKYkZGb3l8PwbHE4Y/z/VRcn97eHjCl7qbkFqgZ2+M9M3DwxPZQLP6mZGxgV6+4cHxRMVl19JRhWMgVffl6kP1etXWj2iMmW7f+bat4x61jFa2kgeDMua2NeLnN16S5w/89aNv+VJf6qXVOp4TfzgyEsf1P/0tZs9owD3Lu/GZjih+fuMleH79Ymxc1oX7Xu7H9T/9raa9sjLmHRxPYEDD/7xlR2k7Wnjvwv6yomdekZ+v2lmtOEGu3G7YNSX3dzx7CCOxFFb0zNPs76X8lFzKvUOtfC9STDl9U9hXcmVelYdbvvAZzfHRtRfP1dWphTpZ/c3uvkH8H2oM4W8uwd7vL8XjN12Cf/rVe9lJtyMjcaQz0BzX5toLK/6qVbmx635OyLO3l5RZIDcv0mSqeJn8638cxpVds7F2R2/2s6cvmFPWwHodPYNY7p1L5bZpjYSy/w5MD7Jzf5v7vd615Zydcs+tpzZLK0LzfdMuy5tZ6faLXFk0clDnVCqMU21/ZCSOIyNx/PWjb2V/s2/DFUVl0JNdp3I1We1j9YBXZNcKVto1rQhdOdPK7Zsr44W/D8gSjozEIUundKqRMlh5F62+EpCm7ObO3iPZz+e2RfB3fzHf1LPdipX2lWUJnS2Njtwb0NaxZu6l91s9+UmmMwhI2gdBqnKXa9e1/q31HFXemxAoe01uWcz6BOkSeUSN6v+mcKDoMz/obkJqgVY/N9o3jYxJtPquXfmGjeqowjGQqvv0dGBAliy/m5XyG/G/tYglMviL//Frzfv6Ld2AXlqtwsDNkZE44skMzmxrwkcjE0X1t3BeKxQh8MOvX4TReArb9r6PgwOjlto+lVEsja0L713YX/TkNl3iebllV69XfQK9chjxc8v1QTvHY34e29lBOX2j1VdUGehobsD5nc2QZAkbl3Vl+4X6OyFESZ2aK++5vzk4MJqNITx962UAkA00q2RE+XGtFX/VqtzYJYdOyLPvVjaril8RAi2NQWxZmX+w0QPfuAjb9r6f/X1uDiUzp797DbVecjHyzuFgIJvbpvDa0Xgq++/MdOfL/e1oPFX2Wr3vw8GAbplzn1tPbRaUJc33DbrIUVO3Xyzfug9LNr+G5Vv3of/omKkk/7ntauSgznAwAEXk99Vc9ORAT3ZLyVwlWO1j9YAXZNcqVto1KEu6cqaV2zdXxgt/n1HEtE1DVvcZKYPZd9H6biKZwUQyg63XXZzXR7dedzGiDfUh1072Wyv31tOxkbDxe5WznYXXhoMBHBtPFvlLW1Z249h4Mk/v6v1b6zmqvBu5JrcsZn2C4HQeUSOfl+qXemUihNiLnr0x0jeNjEm0+m6ohJ6otOxaOqpwDKTqPj0dmFGE5XezUn4j/nep6wvLGAkHKh4feA2tw8i2XncxdvUO5P2ulI1bOK8Vd169AP/bI2/im4+8iU0v9uH7X16AhfNaLbV9KCBbGlsX3ruwv+jJbbDE83LLrl6v+gTlrin1zuXewU6/zs9jOzsopW9+vEq7r4zGU9l+seanv8XSLXvz+oX6O0mSysYG1OeX8le1vgtI5ce1VvxVq3Jj1/2ckGffBZtVxS9JEr7z1EHc93I/Ni7rwtO3XoZN116IOTMbMTS9BH5uWwSbV3RjV+9AzU5/rxZWT7xvj4ZxdnuT5iB02973s4b10d/8EXPbIji7vSn7nG1738/m1tW7dlY0hB9+/SLNcmmVOffaemuz9kgYD6/OP8n44dU9aI84/45GT4i1Y/tFbrseHBjFY69/gKduvhT7NlyB59cvKUqH0R4NoyEo4eFpB67IOV6jLQeq7D7wjXz5mhUN4eGC4JkdsmS1j9UDpzVpy+5pTd5/dyvt2hENY+6sSJHu+/Gqi3F2e1PRtaqMawV1n93/J2y97mKEg1LWKbMqW6XeReu7z3ZGMbMphId+9V7Wjm5c1oWHfvUekpn6GEDa2W8L9WhbJGT63no6Nq0Iw/fSeqdtq3t05ac9GkZ7cxhN4QA2XXth1l+a3dKI9uZwnt7dtvf9rFzn/lu9b56NXrMIZ7c36V6vVxYzMvro9YvQ2dxg+PNcHyX3t2e3N/lSdxNSC7T6stG+eXZ7Ex5dY35soOYbLtSLnc3mzusxqqMKx0Cq7tPyY1Vb36YxZlIXSdntqw6NJ3D/K/3YdO2F2Pv9pXhu/WJDeTv13j+tCFPjA6PjDjeTm1Zr7/eX4v6vX4RwUMKNS841bONuu3J+UQqKDbsO4bYr52vKdbl662xuwDwN/1MdKxn1eQr7y67egSI/X7WzWnGCXLlVYy1bVnajLRrCrt4Bzf5eyk/Jpdw72OnX+XlsZwea+uaOpdjxN5fg3w59hBsW5/cVVeb1+sW6pedldeYvDhzBj1ctxMxICI/ddAl+9q3PZydpCnWylt5V5U3LLw0GoDmuzbUXVvxVq3Jj1/2ckGdJCO8p73IsWrRI7N+/X/d79bClP79vb9F3v7lzKYKyjIwipk6LlSUEZAmnRRvqeqsPYD39Qd4ps9OngMoSkEgrCOacCKp1cnT+ScxAY1DOnjSqnrSbSp86pb7USZ6VnMxrgKo0fjnZnZxMYziezJ582h4JO344oJlk8R+NTGDJ5teK7rFvwxU4s63J1DPNyKKiCJyYTGAioUCSACGQPbk294RlretG40lMJjNITx9eEpIlSLKEdEZoylwl1GgLoStkN5FI49jEKdk9rSns+cMBVay0azKZxkg8hZQioCgCoaCMhqCM1oj2tYoicHIyiVgik63DUEBCKiPQ1CCjJRw2fEq31XfJ/S4SDuDoyQRiiTRWbnuj6D5m+7wOrpBdO/qtnh6d39Fsqt1K6djTZ0YMl7Pwncqd8p5/mjzQGJKzhyarp3irdroxLCOZEkhmFDQGZSjT18uSNOUbZETJ69XTw9WTws2cIq/3nZnP1TKV+6yMDLhCdlXOueulKpSm/vjw3mtqXYRa4ArZraRvAsCxWAKTKQVBCQgGZKQy2vokl3RaweB4AunM1Pils7nB1OGApcquZ0dzx0DRBhmZzNQWbUURUMSU3gwFZaQzAgEJkCQJqYyCjCIQDEyPkwy8m13lt3r9JyfihscHFRxS5QrZ1UKtE0VRTrVhji3Vs3EZIfAFnXhFc0Mwb8wLGD/c7/hEEsnM1MGNjaH8sZLR9i/sLx3RMEYn05p2Ns9/yBnrS5IESZp6ZiggQwgBWZY1+3Y5P0Wrvkv5NHaNx2y6l2tl12m0/NGTiRTiyakUgoqY+mvIkRu9fvHrO5YiNB17SqQUHIsls4dbz22LYPvqHpze2pg31srtm7nxplx50/JLM5lp+Z8ek3U2N2QPB9R7NyP+ql316MQ4UIeSX9bHSN8kUwHkqe0fhblhgrKMM1ojJa6uX4yceK933axoAxDV/01rQcyh6DmF15a4V+Gzy96rjmhsDOJMG4PLRhSK3ko6rROp9fKTmd1+YVYWZVlCW1MjzMa2jMiunVjtY/VAQ0MQZ9ZJcLkQK+0aDgcxO2y8PmRZQmtTQ5EuzcUO2Sr1LrnfDY1NHVazcVmXLX3ezVTSb3N1rFE9WopSOtZMObV+W+raUrqyUrkze71RGa3kc6OfEUKcodK+aSRvfiHBoD1jQNM6ymXjlkp9Va3r9WyXJEn4aGQibwxiZtzhFaza56GxhGa9RULBIpus+mXl6i0YlNE5Q79/5D6/1DhRq790hIp9P13/wYDcm/FT9N7Byvdm8PPYzg606m9WsMTYPKrfL5rCwby+owaagan+sPaJXjy/foluwLejIA5SWoYCZRfVWPFXrWLX/Wwvl2138hgBCUXL5Tev6EagvhcvE5LFaH5lM8niuZ2IEH+g6gWtPGvbVvegLecQF7+Sq2OPjMRtOXSDOpYQQojX0EvfdPcL7xSNQXjo2inM2Hy7682Oc3gIcQIj/aJcf6B8V4eaLzOTJOlDAGMAMgDSQohFBd9LAH4E4C8BTAD4lhDiQKXPzQjgsdc/wMZlXWiNhDAaT+Gx1z/A3V+7sNJbE+IJjK4cMLNaWc1P9vz6Jb45bZoQP6LqhYMDo7j/lamzD9qjYcyMhLDlld/jnuXdvl/pkatj9U7atrLrgzqWEEKIlyi0XZIk4e4X3sHuvkEA+WMQu3ZJ1gNmbL7d9VaPK8xJfWCkX5TrD5Tv6uCWlc1XCCH+rDDQPM1XAMyf/rsVwMN2PDAgATcsPhebXuzLnu56w+JzubK5BtTDIRDVws66MjoDbnYlnbr94sy2JnS01H+uc0KqhZt0ZeFBnpte7EMireDOZw9hd9+gL1cgFZKrY7VWgFtdkWxWx7pJbgghhGhT77o613YJIbKBZhV1DMIdPPkYtfl211ulK6XrXZ5JbSnXL8r1h1ruoPBT36j5ymYDXAvgcTF1kuGbkiS1SpJ0uhDik0puKsuy5srme5Z321NqYogKDoHwHUbqykxSd6Mz4FxJR0jtqbWu1NItC2a3YOfay/HxaBzDsSTuf6UfBwdGfbsCqZBcHauuAN907YU4r7MZkVB19Git5KZGh6ESQognqbWNrxaqbQBQ8vwBjjuKKWdX7a63SlZK+0WeSeU45S+W6w+12kHht77hhpXNAsBuSZJ6JUm6VeP7MwEM5Pz/kenPKqItEsJtV56ft7L5tivPZ57JKqO3hUF1RMgpCuuqo7kBn56YxJHRqVmxdFoxlXvIzAw4VysTUluqqSsLZ9z1dAsAzJnRiGhDEJte7MsGmv28AimXQh07NJ7AnJmNmNsaqZoeLSc3TqyuYB48Qggxhx/GQ7m24btPHcSWlfq7fWRZQns0jHAwgGQ6g+FY0tc2xKhdzR2vtUfDGI4lLdv3SlZK+0GeSeU47S+Wil/UageF3/qGG1Y2LxFCfCxJUieAVyVJ+r0Q4jc532uNxookcDpQfSsAnHXWWWUfejyexIN73s1b2fzgnnfxj8v/g6UTjIk1eAiEcdlNpjPoaG7AxmVdOGNmIxQBfOepA9lZsaduvtRU7iGuHCCVYlbvEus4rSvVlQWKouBYLJk9wdmIbvGiHqmG7LpBxyqKkufnbNv7Pg4OjCKZzji2uoJ58JyFepd4FcquPvUwHiq3QjHXNhwZieO+l/V3+7ht9V+tZdesXbWj/irxYYzIM3dAVYday24pjsUSmnL93PrFJeNxdshOrXz0etD1Zqj5ymYhxMfT/x0E8DyASwp+cgTAvJz/nwvgY437PCKEWCSEWNTR0VH2uZOpDHb3DWLtjl5885E3sXZHL3b3DWIyVZ8N7VbULQy5+G0LtlHZjYQDuPPqBdj0Yh8+PjGZDTQDU0pqcCxhWnlxxTKpBLN6l1jHSV2Zu7Lgfx05kQ00A8Z0ixf1SLVkt5Z1oygCx2LJvB1c3//yAlzV1YlwMODY6gq/OdLVhnqXeBXKrj5eHw8ZWaFYaBsODozixp//DgEJRfbRbav/ai27Zu2qXfVn1YcpJ8/cAVU9ai27pZhMacv1ZErRvcZO2amFj+51XW+WmgabJUmKSpLUov4bwFUA3in42QsArpemuAzAiUrzNQOALEmaDS1L7h8k1xM8BMI4aUXgjmcP4chIHK2RUJFyHo4lfaW8CPETdulKrbQJuYMS6pbq49RBIcM5K9SBKQd+w65D+K/XdKE9GnYsKOw3R5oQQirF6+MhI8FNM7aBk5b5mLWrta6/Qnm+qqsTT918KZLpDIbGErorWus1lQDRJqATjwuUCMfp6ZpjsYSTRbUNr+t6s9Q6jcZsAM9LUwHeIICnhBAvS5K0DgCEENsA/BuAvwTwBwATAG6048EhWcKWld3Z4N3ctgi2rOxGyAMrsuoJN2wz9gqptJJVrKPxVFFS+129A9i+pidv+3s9Ky9C/IQdulJvW+WMxiB1S41wcquw3mAzIEuQZcmxw1FUR7rwnSgvhBCijdfHQ0aCm2ZsQygoa9qnULDmm7Jrglm7WqvDz1Ry5VlNz7bqJ29ly/7E31zKyQSCSDigGY+LhPXlVE/XTCQyUKLC9TrT67reLDUNNgsh/gjgIo3Pt+X8WwD4jt3PliQJTeEANl17IZrCAUwkM2gKByBxZXPVUbcwkNLkOg7b9r6PzSu6sWHXKeV8+5cWYH5Hs2+UFyF+o1JdqbcaYOfay6lbaoST+Y3LDTadCgr7zZEmhBA78PJ4yEhw04xtCOosCgv61I6YtatumPRV5XloLFG0y+qDY7GaBsOJO2iNhDF7RmNePG72jEa0RvTlVE/XfHAshmhD0BM61Mu63iy1XtlcM4QQRacMiunPCXEj7dEwtq/uwdonenFwYBSPvf4BHr/pEpyIp9DZ0oDTZ0Z8pbwIIebQXekqITsoUXXLUzdfisD06ld1QEPdYj9ObnUtN9h0MihMeSGEEP9gNLhp1DbEkxnc93J/3gG3973cj4dWLQSiTr2FuzFjV9006avl5zy4573smJY7oPyLLEs4pz2KlsaQYTnNjYeosrN5RTfuf2VaPxBX4dtgsyzL2PraH7CiZx6aEEAyo2Dra3/APcu7a100QjSRZQmnt56a/RuNp/C9nW9jaDyB59cv4aoxQkhJ9FYDyLLsmkGJ33Byq6uRwSaDwoQQQirF7uBmOBjA0PjUilgVrnw1h1vsu5afMzSewOmtjfQ7iWk51YqH3P9KP4bGE9QPLsS3web2aBi3f2kBcwoST9EaCWPOzEbKLSHENKVWHrllUOI3nN7qynYlpHqcc9dLpq/58N5rXPscQsxgp71xQxoIYg96bdkaYXCZWIPxEO/g22Czm7aXEGIUyi0hxCrUH+6DbUIIIYTkQ9tYP7Atid1QpryDb4PNAFf8EG9CuSWEWIX6w32wTQghhJB8aBvrB7YlsRvKlDeQa10AQgghhBBCCCGEEEIIId6HwWZCCCGEEEIIIYQQQgghFcNgMyGEEEIIIYQQQgghhJCKYbCZEEIIIYQQQgghhBBCSMUw2EwIIYQQQgghhBBCCCGkYiQhRK3LYDuSJA0BOFzrcpjgNADHal0Ih6iXdzsmhLja6YeYkN16qVc7YF2cQqsuKLvOUA/v4fZ3cJvsOo3b2wNwfxndUj4vyK5b6soMXiuzF8v7exfIrlvrjeUyTi3K5AW9Ww3cKA9m8ds7eFF266GNrODX9wYsxBnqMtjsNSRJ2i+EWFTrcjhBPb9bLWG9noJ1cQov1IUXymiEeniPeniHesIL7eH2Mrq9fG7Ci3XltTKzvN4uRyEsl3HcWCa/UA91z3dwP/X+fnr49b0Ba+/ONBqEEEIIIYQQQgghhBBCKobBZkIIIYQQQgghhBBCCCEVw2CzO3ik1gVwkHp+t1rCej0F6+IUXqgLL5TRCPXwHvXwDvWEF9rD7WV0e/nchBfrymtlZnmt4ZZyFMJyGceNZfIL9VD3fAf3U+/vp4df3xuw8O7M2UwIIYQQQgghhBBCCCGkYriymRBCCCGEEEIIIYQQQkjFMNhMCCGEEEIIIYQQQgghpGIYbCaEEEIIIYQQQgghhBBSMQw2E0IIIYQQQgghhBBCCKkYBpsJIYQQQgghhBBCCCGEVAyDzYQQQgghhBBCCCGEEEIqhsFmQgghhBBCCCGEEEIIIRXDYDMhhBBCDxG12AAAIABJREFUCCGEEEIIIYSQimGwmRBCCCGEEEIIIYQQQkjFMNhMCCGEEEIIIYQQQgghpGIYbCaEEEIIIYQQQgghhBBSMQw2E0IIIYQQQgghhBBCCKkYBpsJIYQQQgghhBBCCCGEVAyDzYQQQgghhBBCCCGEEEIqhsFmQgghhBBCCCGEEEIIIRVTl8Hmq6++WgDgH//s/KsKlF3+OfBXFSi7/HPgrypQdvnnwF9VoOzyz4G/qkDZ5Z8Df1WBsss/B/6qAmWXfw78laQug83Hjh2rdREIsQRll3gVyi7xKpRd4lUou8SrUHaJV6HsEq9C2SXVpi6DzYQQQgghhBBCCCGEEEKqC4PNhBBCCCGEEEIIIYQQQiqGwWZCCCGEEEIIIYQQQgghFcNgMyGEEEIIIYQQQgghhJCKYbCZEEIIIYQQQgghhBBCSMUEa12AWpJOKxgcTyCVURAKyOhsbkAwqB1/VxSB4VgSyXQG4WAA7dEwZFmqcomJ31EUgdF4EvFkBrIMCCFBCEGZJIQYwogts8Pe+d1mmnn/WtaV39up3slt30g4gLQikEorvmxryjpxA+fc9VJVnvPhvddU5Tmk+hjVZW7SeW4qC3EXVmXDCZminNqPb4PN6bSCD4/HMHA8jqZwABPJDCZmpXHOrGhRwFlRBPqPjuGWx/fjyEgcc9siePT6RVgwu4UCSKqGogh8OBzD0ZOT+Nm+D3DD4nOxYdehqsgklS8h3seILTNj7/T0gt9tpt77z+9oxkg8lVdfAGpWV35vp3ont307mhtw59ULcMez2j5Dvdt4yjohpB4op8tydXlGEfjHl/qwu2+wpjqP+pfoYVU2jF5nduEH5dR+fJtG4/hEEkNjCWz8xTv45iNvYuMv3sHQWALHJ5JFvx2OJbOCBwBHRuK45fH9GI4V/5YQpxiOJXF4eAJ3PHsIK3rmZQPNgLMyqSrf5Vv3Ycnm17B86z70Hx2Dogjbn0UIcQ4jtsyovSulF/xuM7Xe/4FX+9E/WFxfo/Ha1ZXf26neyW3fdUvPywaagfy29oONp6wTQuqBUrqsUJev+slbuGHxuVg4r7WmOo/6l+hhVTaMXGfWt6GcOoNvg83JjFLkeN/x7CEkM0rxb9OZ7O9UjozEkUxnqlJWQoApOWwKB3BkJI7WSKhqMknlS0h9YMSWGbV3pfSC322m1vuv6JmHtTt6i+ornqxdXfm9neqd3PYt5TP4wcZT1gkh9UApXaalyzfsOoR1S8/L+52bykz8jVXZMHKdWd+GcuoMvg02ZxShKVBasx2hoIy5bZG8z+a2RRAOBhwtIyG5hINT6V7mtkUwGk9VTSapfAmpD8LBQFm9YeQ3QGm94HebqVWH7dGwZn1lBGpWV0bbmniT3PYt5TP4wcZT1gkhXkZRBIbGEgD0fQY9Xd4aCeX9rtpQ/xI9rMqGketK+TZDYwl8NDKBobFENvZHOXUG3wabIyFtgWoM5QuUogiMT6axZWV39vdqDhc13yIh1aAtEsK8WRFsWdmNXb0D2LyiOjJJ5UtIfdAeDePR6xeV1BtGfgPo64VQUPa9zdSqw86WBm2fIyhj2+qevN9uW92DtunBYbXL6ad2qndy23fb3vd1+6QfbHxbJFSzfkYIIZWQmw7gu08dNK3L1cnGWtl3+hpED6uyYeQ6vf6QUYRmag3KqTNIQtRPTjaVRYsWif3795f8jaII9H86hlt25CQBX7MIC+bkJwEfHJvEf976OjqaG7Bu6XlojYQwkczgonkzMSva4PSrEPdQlczwpWR3aCyBf3j+EG5cci7mzGhEICAhnREIBWQ0hpw70IcJ8z1PzWWXuAcjh2UY/Y2WXuicEca1D9lmMz0ru4V12BYJ4b2hcc36+i+7/l+s6JmH1kgIo/EUdvUO4J7l3ehocd7HqPeD4WqIK2Q3t30j4QDSikAqrdhyoKeXZEf1n2rVzzyGK2S3Xjnnrpeq8pwP772mKs9xGXUpu0NjCSzfui+7SnPhvFbcduV8nNfZjEiotC7fvroHpzWHIctyTXW0l+xFjahL2TWCVdkod51mf1jTgx/98l3s7hvM/m5uWwTPr1+CjpYGyqk1SlZQsFqlcBuyLGHBnBY8v35JSSGdSEwtwT8yEsfaHb3Z7/ZtuAKI1qLkxK8k0xns7hvMU5DAlCw6OViSZQkLZpfuK4QQbyDLUll9YfQ3hXqhLRLCkdE4bSa061CvvrT0+g++Wp0UBkbamngXq325nI332iS0nv9UrX5GCCFWKUwHcHBgFDf+/HdF4z9ZljC/oxlP3XwpBscSGI4l8aM97+L2Ly2ouW6mr0H0sCob5a4r9G1CQRmptFLkB+SmDaOc2o9vg81AeYEajiXxwbEY5rZF8pR8vW0vJN5AkiRNWZQk550HKl9CSCGFemFoLEGbWQLWF3ErZm283sE76uogt6Fup2U/I4R4DTP6aySewqqfvJX3275PxlyrmwlxklzfZmgsgXePjtMXqDK+zdkMnEq2X5ggXCWZzuDBPe8V5cbdvrqH+VtI1QlIKJLFzSu6Eagg1lyuDxBCSDlUPTKRTCMUkPDQqoW0mdOU0rH0MUitseoDeO1QQeZiJIR4FTP6y27dzHEiqRe0fO6rujrx5M2XZg8NpHzbj29XNhvZAhgOBjA0nsD9r/Rj47KubO7J01sbXblNkNQ3sizjsdc/yMriaDyFx17/APcs77Z0P69tgyWEuA8tPfLDr1+ELSu7IUuSr21mOR1LH4PUkkp8AK+tFGY6MEKIVzGjv+zUzRwnknqi0Oc+Y2YjBIDrpncCUL6dwbcrm/W2AA7HktnftEVCeOrmS/EP11wAAPjn/+ePmDOzEQA4w0eqTns0jLu+cgHCgaluGw7IuOsrF+TNbJuZgTbSB0hpOONvHNaVt9FrPy098r1n3sZpzQ1Zm9ka8efqwXI6Vl2tNDSewNodvfjeM29r1ldh3afTiuv7Evu7e1Hb5pMTccs+gNtWClPeCCH1jCxLaI+GEQ4GkExnMBxL5uk5VQcm0xk8dfOluKqrE4Ax3WzGv+M40V9Uw7Y6+YzcewsIPH7TJVmf+9h4EuufPED5dhjfrmwut81EUUTRyfHb1/SguSGArz20jzMgpCYk0go2/uKdPPlTMTsD7bVtsG6DM/7GYV15m1Ltp6dHTsRT+Lu/OB/zO5p928bldKyR1Upadb9tdQ8e3DN1mrYb+xL7u3vJbZsffv0iyz6Am1YKG5E3yiQhxMuU0mEAir7bvqYHm669ELIsl9TNVvw7jhP9QTXsppPP0Lv3C99dgngyg4wQlO8q4NuVzZIk4aquTmxf04Onb70M29f04Kquzuxha1qzeWt39OIPgzHOgJCaUG6G2ewMtLrVKhc7tsH6ZYURZ/yNw7ryNqXaLxwMaNrS4VgSa3f0YiSeqnHpa4cRHaseXnJmWxM6WhqKnGutun9wz7u448ufw9O3XoaNy7rwwKv9rupL7O/uJbdtRuOpIvlU/WAj9ruc7FYLI/JGmSSEeBVFEfj05CRiiTQ2LuvCwnmteTpML2Yhy3JZ3VzOv3NinEi8QTXsZiXPKBdv0Lt3RgHObGtCJBSkfFcB365sDgckfPc/zc8un5/bFsHW6y5GePq0Nb3ZvKZwoOgzzoCQalBuhtnsDLS6DbZwxq+SbbB+Wj3EGX/jsK68Tan2m93SiNuuPB/rnujNs6VPvHHY921sh44trPuF81pxw+JzcePPf5e95+YV3VAUxYlXsAT7u3vJbZtte9/H5hXd2LDrEI6MxHFVVyduu/J8fGP7G56y30bkjTJJCPEiWuOqzSu6cf8r/Tg4MJrVYVb1WyndePrMiO3jROIdqmE3rT7DSLyh3L2diIOQYnwbbE5mRFGelvVPHsDOtZcD0E+wP5HMF37OgHgTRREYjiVrvv3TDOUOfTB7KIQT22D1ZhGfX78EHS0Nlu/rRrx2QFItYV15m1LtNxJPZQPNwClbunFZF17/47Cv29gOHVtY9+uWnpcNDgJT9b1h16Gs76JFte0d+7t7yW2bgwOjuP+Vfmy69kKc19mMoCxlA81AefvtFj/KiLxRJgkhXkRrXLVh1yFsXNaFTS/2ZXWYVf1WSje6KV0SqT7VsJtWn6EXb3hu/WJIkJBMZyBJUsl7U76rg2/TaAidPC1CTC3B1zv85Oz2JtcciEKsoc6GLd+6D0s2v4blW/eh/+iY69M9tEVC2La6J0/+tq3uQVskBMDagT12b4P10+ohtx2Q5GbKyS5xN6VkXa/Pq9f4vT9UqmML6749Gi7puxRSC3tH3eheCttmaDyBOTMbMbc1ousXa9lvN/lRRuSNMkkI8SJGfKxK9Fs5/9wt6ZJI9amG3bT6DL1+MZHIZP2Su194p0i2C+9N+XYe365sLjeTojfbAYAzIB7Hq6tvR+IpPLjnXWxc1oXWSAij0/9/z/LurIKs9Qydn1YPuaG+vUI52SXuppSs6/X5M1ojmDOjkf2hQgrrvtxKjUJqYe+oG92Llb6sJVtu8qOMyBtlkhDiRYz6WFb1G/1zokc17KbVZ+j1iw+OnTpbbXffIABg59rLIYSg3a8Rvg02G8nTos52FELl6228uvo2mc5gd99gVnmq/OCrp8qtJ7PVwm/5j2pd317BiOwSd6Mn63p9noFm+8ite0URpnRsrewddaN7MduXtWTLbX6UEXmjTBJCvIZRH8uqfqN/TkpRDbtp5Rla/WL76h781399J+93u/sG8YOvCpzZ1mRnkYkJfBtsLjeT4pZcdMR+vLr6NhwM4KquTqzomZedfd7VO+CqcnP1ENHCq32OlEeWJczvaMbOtZcjnVEQDMjobOZWNKcwq2Pt6nv0ieofrVX0AWlqFXNhe1OnE0KI85jRy1agLidupZTfqeULB+Sp1GC5UJZrj2M5myVJ+qkkSYOSJL2T89ksSZJelSTpven/tk1/LkmS9KAkSX+QJOmQJEkX51xzw/Tv35Mk6QY7y6iVpyWdVvDxaBwDIxM4EU/hR798zzM5fYkxvJq7ry0Swm1Xno9NL/bhm4+8iU0v9uG2K893Xd5bN+Q/UhSB47EEPhqZwJ+OxzA4Nsn+W0O82udIeRRF4JOTcUwkM0grAhPJDD45Gfd1f1MUgcGxSfzpeAwfjUzgeCxha32Y0bF29D035eclziLLEtqjYZycTOMb29/Apf/9V9n2TqUy+Hg0jsPDMaQyCv7llkup0wkhxAYURWBoLIGjJ+L4eDSOj0YmMDQ25TuU0suV2mH658SNGPE7C33h1og9sswYgr04ubL55wAeAvB4zmd3AdgjhLhXkqS7pv9/A4CvAJg//XcpgIcBXCpJ0iwAPwCwCIAA0CtJ0gtCiBE7Clg4Y9LaGET/4DjWPdGbXZK/9bqpuLcXcvoSY3h19S3zahlDUQQ+HI7h6MlJ3PHsobxtZwtmt7i+nesRr/Y5P2F15erJySRGJlJY/+SBPLvZ0phEa5P/9JLqIOdu7duyshuzZzTinPZoTWS+vTmMp265FAFJQiQcQGvEXN9zU35eYg0z/Vurvf/1wACW/dlcfDvHP962ugcv/u0SxBLU6YQQYhXVb3jg1X7csPhcbNhVPHZxyg7X0j/njimiRzl515OdSmWZMQT7cWxlsxDiNwCOF3x8LYDHpv/9GIC/yvn8cTHFmwBaJUk6HcCXAbwqhDg+HWB+FcDVdpRPa8bk6HgiG2gGpgR7/ZMHcMsXPuOJnL7EOG5YfWsWRVFww+Jz81Y237D4XCiKUuuiuYrhWBKHhyeyRgI4ZaSGY8kal86/eLHP+YVKVq7GEplsoBk4ZTdjCX/aSy0H+Y5nD+Hw8ETV9Y/arv956+v4wn178c1H3sTRk4nyFxbgtvy8xBxm+7dWe69cdFY20AxMtf+6J3oxkVSo0wkhpAJUv2FFz7xsoBnIH7s4aYdr4Z9zxxQpRSl5LyU7lcoyYwj241iwWYfZQohPAGD6v53Tn58JYCDnd0emP9P7vAhJkm6VJGm/JEn7h4aGyhZEa0CYTCuagh2QJeZ8IY5hVHYzAkVOyIZdh5ChXc4jmc6gKRxgcKQKmNW7xJ3orSAw4lilFaHZ19IuHzA4Jbt6DnJTOFB1/VNJu+ai5nTMhT5R7bDD3y0lB1rtHZAl7X6e4WQ3MQ59BuJVnJRd1W9ojYR0xy71Zoft8k9Iebyod0vJu5OywxiC/VQ72KyH1rSDKPF58YdCPCKEWCSEWNTR0VH2gVoDwowiNAUbAJ66+VIk05ls/iRC7MKo7AqhHdQRgvKYSzgYwEQyU1dOmVsxq3dJdVFzAObm/tOikhUzoYCs2ddCAbe4F9o4Jbt6DvJEMlNW/xhtL6PYtRKKOR3dhR3+bik50GrvcFC7nwdd0s/t7jvEGegzEK/ipOyqfsNoPKU7dqk3O8wdU9XDi3q3lLyXW/VciS/AGIL9OJmzWYujkiSdLoT4ZDpNxuD050cAzMv53VwAH09/vrTg8712FETr9NVn9/8JD6/uyctJ9/DqHgQDElY9+hbztpCaEpoe7BWeGBwKumOw5xbao2Gc3d6ELSu7i/ItedUpI8QsWrmD9WxXJaeRdzY3YNvqnryzDrat7kFnsz9z+aoOslbO5lL6x0x7GcWuU+aZc93bmJUDrfZubQy6tp870XcIIaRaqH7DA6/2Y/OK7qKczXblo3ULiiKyC/wq9U9IfVJK3vV8mlBQrtgXYAzBfiQnV0VKknQOgBeFEBdO//8WAMM5BwTOEkLcKUnSNQC+C+AvMXVA4INCiEumDwjsBXDx9C0PAOgRQhTmgs5j0aJFYv/+/SXLpuecfva0KIZiSaQzCoIBGU1hGcv+aV+RQPNgHN9RFWteSnaPxxLo/3QsT/ltWdmNBXNaMCtKWcxFUQRG40nEkxlkBNAYknFa1Lc5JWsuu6T6DI0lsHyrMdtVabAmnVYwOJ7I2s3O5gYE7ZkE86TsKorAsVgCkykFAQmGDuUz015mysEgXM1wjezaJQcO9vOKcKLv+BzXyG49cs5dL1XlOR/ee01VnuMyPCu76oFniqIgI6Z2s3o5oFyKobEE/uH5Q0WHIW5f04ML5syou/c1iGdlt9ro+TSzZzTgaw9V7gswhmCakhXj2MpmSZL+BVOrkk+TJOkIgB8AuBfATkmS/gbAnwB8ffrn/4apQPMfAEwAuBEAhBDHJUnaBOB307/7P8sFmo1SasbkjNZTS+c/GpngNg/iCuLJDO57uR8bl3WhNRLCaDyF+17ux0OrFgLRWpfOXciyNBWAZ70Qn2Jmi2KlK2aCQTnPbvodWZbQ2dJo6hontpTW00ooYh275MCt/ZzbsQkhXkc92MwPJNMZ7O4bxNBYMm9Mexr9E2IAPZ/mkxNxW3wBxhDsxbFgsxDir3W+ulLjtwLAd3Tu81MAP7WxaFmMKHa7tqESUinhYABD4wms3dGb/YyySAjRwsrWeb8MdNyIU74G25UA9S0H9NMJIcQ7qDr74MBodkyrrkAlxAhaPg19AXdS+/1vLqfeEvIT70JZJIQYhfrCW7C9CLEG+w4hhHgH6mziBJQrd1LtAwI9B7ehErdAWSSEGIX6wluwvQixBvsOIYR4B+ps4gSUK3fCYHMOanL+QgGt5+2HxFtQFusbPR1UD9Tzu7kV6gtvYaa92J8IIYQQUisq8UPon3oDr/malCv3wWDzNDy1nRBSS+pZB9XzuxFSbdifCDkF+wMhhFQX6t36h21M7IA5m6cZjiWznQmYOr3ygVf78enJSXw0MoGhsQQURdS4lIQQO1AUgaGxhKv6tpYOuuXx/RiOJWtcssqp53cj7uxP9URh/Y7G2Z9IbXBjX6d9IYR4ATfqT6tQ79Y/9drG9dQPvYDvVzar2wMmkmlsXNaFbXvfx8GBUSyc14obFp+Lb2x/g7M5hNQQu7fwuHWmNpnO5J2gC0wZ9mQ6U6MS2Uc9v5vfcWt/qhe06nf76h50NDfk9alq9CevbacklZPb5pFwAEdPJlzX12lfCCFuRdWhiqLgWCyJtTt6XaU/rUK9W/9Uu42r4WNyzFJ9fB1s1hK4h6+7GOOJNDKKwIZdh4pmc55fv4S5YAipEk4YBb2Z2lr37Ug4gJ996/NoCgcwGk9h2973MTSeQDgYqFmZ7CIcDOCqrk6s6JmH1kgIo/EUdvUO1MW7+Z1jsYRmf3pu/WJ0tjTWuHTeR0tfrX2iF5uuvRA3/vx32d/NbYsY7k9WHHo66P6jsM1/9q3PY+Mv3nGd7aR9IXZwzl0vmb7mw3uvcaAkpF7I1aEbl3Vh04t9rtOfZsj1HSRJwlVdndjdN5j93owfQtxJrdq4Wj6mW2MA9Yyvg81aAvftJw9g07UX4qz2Js7Y2UA1V0L5YdWVH94xl1JGoT0atlQXbpyNVxSBoycT2YH83LYItqzsxuwZjWiPhmtWLrtoi4Rw25XnY90Tp1Z0bFvdg7ZIqNZFIxUymdLuT5MppUYlqi/09NW5p0Uxty2S55Qb0RWlHHoAujq1Xh10v9lUoyiKwKcnJ/PavCkcqJntLNVOtC+EEDeSazdbIyFb9WcpneiEXdPyHbat7gEA7O4bNOWHEHdSyzY24mNaXSiRe40bYwD1jq+DzXoC1xQO4E/DE9mBnApn7MxRzZVQflh15Yd3LKSUUbBaF+FgwHV9W8vI3vHsITy3fnFdtO3xiWQ2EABMvd+6J3rx3LcXo3MGV796mYAkafangPfF1hXo6aumhgCeX7/E9GBSz6F/bv1iDI8ndXVqPTrofrSpRlDrJZZI57X5aDxVE9tZrp1G4ilN++L1iRBCiLfJtZt26s9yk8ZO2DUt32HdE73YufZy/OCrgpO1dUAt27icj2nFX9O65qmbL3VdDKDe8fUBgeogLpe5bRGMxlN4cM972L66J/u9micxICMvkbiiCByPTSUZ/9PxGAbHJl2ZaLwWydCrmVi+XpPY5+KHdyxEr49KkoRbHt+PjuYGbF/Tgx9+/SJ8emISo3HtusiV/4AMPHr9ory+bfdMbe7zPh6N4+iJeMl+p2dkU+n6WB0a11396t1AlVN47eCKaEMAz6y7DP/zziuw9/tL8avvfRH/fEMPImH/OW7ptIKPR+M4PBzDx6NxpFIZQ21Zqs3bo2FNfXVatAEdLQ04s60JHS0Nhp1/PV0zmVJK2hc9XexlB92PNtUIar0Mx5J5bb5t7/vYsrJb13aq8v/x6AQ+GpnAEZt0WLl2cuNEiNf0OCHEPhRFYHBsEhlF4H/eeQV+c+dStEfDeGjVQlvGHqV0Yjl9aVU36elZIYRpP4S4k1q2cTkf04q/pl6TGys4ejKB7Wt6bIsBVCsO6GWfwtcrm9VBXO6Mx+YV3bj/lX4MjSdwemsjnlu/GBOJDD44FsN//dd3MDSeyJs9/HA4hqMnJ3HHs4dcuzImnVbw8Yk4BscSGI4lsat3ALd/aYHjZTQzAKh0y48bBxt2k0xn0NHcgI3LurJ5Cbftfb+u3rEQrT766PWLEJCAjuYG/OBrXRiJpbK/Px5LojWSLztaM5uP33QJnlu/GKm0YvtMrdbzNq/oxmOvf6Db79y42tpOArL26le36Ei3oCgCHw7HcHh4Ak3hACaSGZzd3oRz2qOurCtFERibTCOeyuCjkclsmefOiqAl7C/3Ip1W8PujY9kVlld1deJvrzwf/7TnXazomYf2aBjxZBpnzIwgGDw1z19utYYsS1gwu8XQKmYjdlRP1wQklLSherrYy1tm/eA3WEGtl21738fmFd3Z80uGxhOYPaNR03aq8v/gnnex/orPYiSWyuqDebMiaGkIQpZlS7a2XDu5zX5yxTwh/iW3/3c0N+C2K+fjrPYmpBWBpoYAnll7GRSBisYe5XSi+t3Cea1Yt/Q8tEZCSKYzSKcVvDc0Xje7Qom91LKNy/mYVvw1NW7y/S8vyPoxc9si+PmNn7clBqCO2czEASs5M+WBV/tLjifcir9GgwWog7jcgLIaaH70+kVojUzlhF39z2/lCbiaQwYADg9PuPLAFBVFEegfHMs7/Xbzim488Go/7lne7WgZjSotOxxzPxjBSDiAO69ekKfQtqzsrusVhHqBluFYEv/7X16AeDJTlOd4VjSMWdFTcq01G3r9T3+L59cvwZltTbaXWet5G3YdwsZlXbq6oR4DObmEAzK2rOwukt1wwP1GspqMxpM4enKySKZbm0J5Mu0WhmNJCADD48miMs9sDKEzVL+6qZDB8UTeVv4VPfPwT3vexQ2Lz81zcrev6cEFc2aYyoUsy1JZW23Ujurpmki4tA01E/T2Cn7wG6yg1svBgVHc/0o/Ni7rQns0jDNaI5gzo1GzzVX537KyW9MuD40lcMezhywFXcu1k9vsZ73mNyeElCd3NWVhkGvqLJYGtEcrSx9XTifObYtoPn/7mh786JfvWtJNbtOzxH5q2cblfEwr/lo4GMBtV87P9gFgSua/9bPf2RIDGI4lTcUBrca7hmNJPPBqf9nxhFvx/UhfliV0tjTirFlNuPDMmXho1UI8v36JoTyFyXSmpgemGGE4lswGmoFTga8VPfMcL6Pe9t9CpWXHVlajz/IyaUVkg3XAqby+aQ9tpbCCGmjJ3cLTHg3j9JmNmvURT+bLdbVXr+k9Tz0cROu5uUZ234Yr8nRQPTCrKYyOlgZsuvZCPH3rZdh07YXoaGnArKb66Z92EE9mDMm0W0imM5AgaZY5mamPFDBGSWWUvH7fGglhRc+8Iid37Y7ePNtml34yakf1dE1rpLwN1dLFXsYPfoMVcuvl4MAoNr3Yh2hDUDfQDJyS/zkztO3ynBmNltOUlGsnt9lPrpgnxL+o/X/d0vOK7P8dzx7CZLJy36iUTlS/0wqyrd3RixU98/LuZVQ3uU3PEvupdRuX8jGt+Gvt0TDOPS3qmD02Gwe0Gu9KpjOGxhNuxdcrm3PJXTmUu8Rd0jn8SJ1JmUhmXL0yRs9ZIW57AAAgAElEQVTpbY+GHS+j0ZVQdjjm9bjqqpBUWtGsp3rJ62sGWZagQGjWR6Yg9l7p6jWzW170nqceDqL3XCOrF71KMCjjnFlRNIWDSGcUBAMyOpsbPLH9p5pkhDGZ1sKJ08fLEQ4Gig4RA6bK7KV8YnYQCsh5/X40nkJ7NFzWttm1utaMHdXTNfVuQwvxg99gBSv1osq/vg4T2X+bHeQZKY+b7Gc1V8zXQu8TQvRR+7+6wCQXo/5cOQp1oiRJCEhTwaz2aBgLZrcg2qAdBCsMzpnRTW7Ss8QZ3NrGVvwSWZbQ1OBcDCAcDJiKA1qNd6nP9eokNkf6BahL3Jdv3Yclm1/D3S+8g22rtROJt0fDOLu9qeSBKbVGL+F6Z0tD1bZFlFsJZdfBQ/W26qqQejygqRIaQ9r10RjKV2uVrF4r1AfLt+5D/9GxkoE0redtXtGNXb0DrtIN1SYYlHFGawRntUdxRqs38kxVG6MyXYgVObWD9mgYwYCkU2Z/6aXO5oY8X2FX7wA6WhrK6my7VtfaYR/q3YZq4cd3NoLZelHl/9h4UlMOPz0xmf23FZ/FS+1UrRXztdL7hBB91P6vBqFyMeLPGUXd5XlyMo1vbH8Dl/73X2V1AABEQkHd8b9bYxaElMKKH3BatMGxGIDZOKBVP709Gs7rt2audQOSEPXnlCxatEjs37/f0rVDYwks37ovb/bgqq5O3P21CyGEKJrVUBSB0XgS8WQGGQE0hmScFnWPI6yVH2b7mh4s6JzaFuGGFREeOUylKgUpJbseqSfbKLdix0x9WF39o6UP5rZFyuY3K9wdEZBg+XAkG6i57BJjWO3jVuXUDtJpBYePx/Cn4/FThxrOasI5p9lyqKGnZDedVjA4nkAqoyCVETjw4TAWnD4T33nqQMn2zPcjBBpDAdN+hN/sgwfwlOzaQTqt4MRkEuOJDIZyDqS+5c8/g//2b7/PO2C73mWyGiuOHdT7vpNdADjnrpdMX/PhvddU5TlWMFu2ar2/w7hCdhVFYCSewKejCfwo55DgzpYGWw/1KqUD2qNhTZ9gfkczRuKpmo/9SRGukN16xMkYgJk4YCV+ejqtoH9wDD/6pXP6pAJKFp5pNArQWuK+u28QP/iq0EwkLsvS1MFN0WqV0Bx62w4AuGZgyq2sxvBTPRlRyGbqw+q2IKtbXty6DYm4G6t9vJY5QmVZQjIj8g4Ee/T6RY4/142oq/c/GpnAF7fsBTB1GvzGZV1ojYQwty2C02dGNNvz6MlERfbYT/aBuBNZljA4lixa3HBmayMeWrXQVzJZDR+AuaEJcSdTq44bMbMhjL/7i/OzZyfZPdYupQNK+QQcnxA/4WQMwEwcsBI/PRiUsaCzxVF94hQ1D4W7jXpMVaC17cCOQ/m0UBSBobEEPhqZwNBYwvB2Pi9tkawlfqmnUvKZK2NqfjKn6qMe9UGtsKob/IaVPl5LOXXKlniZ3PY4ODCKtTt68b1n3kY4GNBsT7vqsB7tA/WGd9CS47U7epHKoKRMso2tQf+EEHczEk9lA0NA5f5Roa6MhEvrgHr0CYg/qYWf4ISNraRP2q1PqgWDzQX45XRyJ1ZEMH8csYtS8llNGfOLPnAa6gZnqaWccnVdMWbbg3WoDfWGt7Aix2xj69A/IcTd2GnbtXTl0ZMJPH7TJdQBpK6p5bk0brKxXh0rMI1GAX7ZiurEadl6q7OqkTeU1Bd68ilJUlVlzC/6wGmoG5yllnLqhC3xOmbbg3WoDfWGt7Aix2xj69A/IcTd2Gnb9XTlc+sXUweQuqZWfoLbbKxXxwpc2ayBH7adODFb49UZF+I+9OQzIKHqMuYHfeA01A3OUys5ddvMv1sw0x6sQ22oN7yFFTlmG1cG/RNC3Iudtl1PV6bSCnUAqWtqfS6NW/qXV8cKXNmsQzVOkq4lTszWeHXGhbgPPfkcjiUNy1i992EvQd1QHq/Kq9tm/r0I61CbUjtcFEX4vn7chhU5NmobvKofCSH+pZRONKvT6EeTeqZUf6DsT+HVsQJXNmtgV24Ytx96YvdsjVdnXIg70ZJPozJWi/xObu/vtYS6oTTMW0r07LGf9YqW3ti8oht3v/AO+0edYMQ2UD8SQrxEuYPMreg0+tGkXinXH9wq+7Xwz9200tooXNmsgR25YdSOo95H7RgLZrd4QjCs4NUZF+IdjMpYtfM7+bG/m4G6oTRezltK2XcOv9etqjd2rr0cH4/GMRxL4v5X+nFwYBR9n4x5on/4CSvyasQ2eFk/EkLyOeeul0xf8+G91zhQEmcwoget6DT60aReKdcf3Cj7fvfPzcCVzRrYkRtGr+MMx5K2ltVteHHGhXgLIzJW7fxOfu3vZqBu0MfLeUsp+87Bup3SG0IIrNz2Btbu6MXBgVEA3ukffsKqvJazDV7Wj4QQf2FED1rVafSjST1ipD+4TfbpnxuHK5s1sCM3DJ3jYtJpBYPjCaQyCkIBGZ3NDQgGOd9hBtahMaqd34n9nVRCtCGAX/79FyFLQEYRePQ3f8Trfxz2RD4yyr42duSY9XvdqnWYEQI/+9bn8eCe97LBZj/m63M7TslrOBjA2j8/BysXnYWALCGjCDy7/09sf0KI6zCiB82OUfyYs96P7+xX3JqTuZQMVss/r4d+wGCzBmpumMKl8WZyw7i149SKdFrB74+OYd0Tvdk63ba6B5+b3cJgqUFYh8axow+bgf2dWCWdVnBkZDKvX2+97mL87ZWfrXk+MiNQ9ouxa3udn+tWqw63rOzGfS/3Y2g84Yp8fSQfp+S1tTGIZX82Fzf+/HdZWXh4dQ9aGzmEIYS4CyN60MwYxY/b9f34zn6m2mN2I5STwWr45/XSD+ipaWBHbhg3dhy70ZptAaA5AzM4nsgGU4Cp2Z91T/Ri59rLcUZrpJav4RkGxxN4cM+72LisC62REEbjKTy4513c/bULHalDL8+mVTu/kx/6OzGH0f6jpRvXP3kAO9de7on+1h4N4/GbLsHh4Qk0hQOYSGZwdnuTr2W/0hyzquwoioLta3qwdkevY3rFrXpeqw7vePYQnr71MleV088Uyk5bJOSILhiKJfHtAh35bfqPhBAXUmo8kKsz25vDeOG7SxBPlra9fsxZb+Wd3erLkPK4MSezlgw+8Go/7v7ahRBCIBIOOD7uH44l8cCr/Xlxnwde7cc9y7s91fcZbNZBzQ1TyfVu6zh2ojXb8vhNlyCRVjRnYFIZRXO7QTqj1OgNvIjADYvPxYZdh7L1u3lFNyTYf/ppPcymVdqHzT6rnvs7MYeZ/lMPujGRVrDxF+/kvaufqWR7XaHsXNXViaduvhSB6ZUUduoVN+t5vToE4Cknu17R9QFT9uuCetCRhBB/oDceAGDJ3voxnZbZd3azL0OMUc0xuxEKZXDhvFbcsPhcfGP7G3k+z3PrFyOVVhwZ9yuKohn3URRv+T7ce+8gbktmbhZFERgaS+CjkQkMjSWgKKeCmlozPoeHJ3STpUdCAfzsW5/H07dehu1rerBwXivmtkUQDFAEjSIEsgoHmKrfDbsOQbE/1lyTxPel5M3I91Z/axde7+9OU4s2cRKz+lGv/4QCMua25a/O85Ju5CEZxajb63Ixur2usD539w1i1U/eQjgYMKVXVPk8eiKOj0fjFctppZjt/5XUIXEeXR9wh3l5SqcVfDwax+HhGD4ejSOdzh9IhQIyrurqxPY1PVkf8qquTs/oSEKIv9AaD1i1t0ZsoVv8a7vKYdb+0w/1N07EBwplcN3S84piMNf/9LeQIBWN++3qBxmduE/GY8PnmqxsliTp7wDcAkAC8KgQ4v+SJGkWgKcBnAPgQwDfEEKMSJIkAfgRgL8EMAHgW0KIA7Uot58oN0uoNevYFA7ozkSejKfzVrtsWTm1BaCzWX8Wi1ti8hGAZv06QbVn0svJm5lZa85wu496axMr+lGv/3Q2N2Db6p6iXOyldKNaBjfoRz+sujFb15Wk1bGjPlX5fODV/qJVEVbltBKs9H+mJqot5WTerA+oh5GzKDqiYfztlednU2moOZs7KAuEEI9g1d62RUKaPmJbJATAPf61neVQ7f8Dr/ZjRc88tEfD6GxpyL5zIX7wQ4k2TsUHCn3Q9mjYkIzZ2Q+EEJrPFMLZaLPd48uqLwuQJOlCTAWaLwFwEYBlkiTNB3AXgD1CiPkA9kz/PwB8BcD86b9bATxc7TL7kXKzhJIkFc06TiQzmjORkiQVrXa549lDmNEY0j3YTu2sy7fuw5LNr2H51n3oPzrm+dWQlRAOaq+ADDlwOGC1V5WVkzczs9ac4XYf9dYmVvSjqgsLCQZlfG52C3auvRy/uWMpdq69vOyhn27Sj/W+AtVKXeduo9234Qo8v36JYUfTjvpU5XNFz7yiVRG5clqttrPS/yupQ1IZRmReS3b0fMBS8qR3nsfgeCL7m9HJtGbO5tHJdMXvSggh1cCqvR2ZPp9n47IuPH3rZdi4rAsP7nkXI/EUAPf413aWQ5YlzO9oxt/9xfnY9GIfVm57A6t+8hbeGxrX9L3q3Q8l+jgVHyj0Qc9ojRiSMTv7QS3k2onxZS32oF0A4E0hxIQQIg3g1wCWA7gWwGPTv3kMwF9N//taAI+LKd4E0CpJ0unVLrTfKDdLGJCAzSu6s51gblsEbdEQtq/pyfvs0esXQZK0Z2ZSJfLtucV4uomgLGHLyvw637KyG0EHBt/qjF5hWzq1qqycvJmZteYMt/uotzaxoh83r+hGQKOrKorASDw1feBEEHNmNJYMNAPu0o/V1hXVxmpdW02rY0d9qvLZGgmVlNNqtV2p/lJquyFTE9UGIzKvJTtntzeZlicj+ZjrzX4QQvyHVXubTGewu28Qa3f04puPvIm1O3qxu2/Q0vhIxYm0G3br6ZF4Kns4snovPd+r3v1Qok+14gONIdmQjNnZD2oh106ML2uRRuMdAPdIktQOII6p9Bj7AcwWQnwCAEKITyRJ6pz+/ZkABnKuPzL92Se5N5Uk6VZMrXzGWWedZblwbtmaXGvU2ZTcDpM7myLLMh57/YO8EzK3vvYH3LuiO3soQigoY3wyjd9/Ml7yXlr4aXBhVHbjyQzuezn/VNL7Xu7HQ6sWAlF7y1TtA+/KyVu573OJhKfygzeFAxiNp7Bt7/sYGk9whtsBjMqumfbzAlb042Ovf4B7lnfn3SedVvDxiTgGxxIYjiWxq3cAt39pgacOjPHq4ZhGZbfadW1HfaryORpP6cqp6uvMagph59rLIYRwrO30+kskHHDF9l+vYZe/q0cynUFHc0Oe/tq29/08mS91CJYZ2VVz1hfKRm4+5nqzH37GadklxCkqlV2rtt3O8RHgXNqNcuUwG18x43t51Q+tFl7Wu+Xkxoz8m/mt3iHI5Q4EtNNfqYVcOzHmqfrKZiHEvwPYDOBVAC8DeBtAqb1wWjVaNAUnhHhECLFICLGoo6PDcHlyZ/eOxxKu2Zpca8rNprRHw7j9Swuw6cU+fPORN7HpxT7c/qUFaI2EsyuRJEi4/qe/xYN73ita5VduZub/Z+/+w6SqDjzhf8+tH93VP6DbphsVSCSGIWFIG21GBXazOqzGRBNDIJoxiCGJtCG+7uaZGNxNeJN5MLsSzeNOniwBTIy/4kYDsvrqJNHXiTvvoqigGcKS6TFGDKBA03ZDU11d1VX3vH90VVFVfW/Vrbq/7/1+nocHbbq77o/vPefcc889J0yvxBjNrhACg6fTZU+3B0+nNV/Nt4KTo8qM5M3I0z1VlTh2Ko0NT+4v5vKbV83HQ1+62NCTQK8ssuEXRrMbtFEHjZaPpfurqhIDx0dxw09exsotL2Hj0wdw05K5uPe5gZpPkAsPVCoXXHWrfPTjCFSj2XWjLjJ7PAv53LH3kGbd25mIFds6l/zXf8R1W1/CqfGsbY1Yveslq0rNERQjqQzL4Soabe8aFYso+M+f/FBZ+fWfP/khxCoW5NPKab3ZLcxZX5qNyjnrg1Z/hJnd2SWyixXZNVo+lt6LSEg89KWLTd8fFdj1Zly17Wjk1fx6215+bIc6xevlrt69t5Hc1JP/er5X6zrRWxCw0c8wwulc23HPI+yeZLrmBgjxXzA5Wvk/ALgsP6r5HAAvSCnnCyG25v/7f+S/f6DwfXq/c9GiRXLPnj01P7vyqcXPvvhXxUXsCmZ3JrBz3VJ0t1dfrCmIaj1NqvXvR4bHsHTTbwEAF87pwC2XnY+ORAyzOxM4Z3qi6gXjlQUPSjjyodWye+xkCn8cTJYt9rRpRS8+2N2KmdMTmj/jJ2bzBgCDo2ks37xryjX8xLol6Glvrvn5HsucVVzPLhC8t0bM5lUvqxuuWYCF507DrM4W3c+tzOndK3sxc1ozzutq9fUx1eB6dv1aLhTyp6oqchJlI5eHkhnN7NnZ1tG6Ht49mSq2EQounNOBOz+zEP0liyH54XhrcD27jXpnJIXrtr40JR+P9y/GuR3WtzWyWRXHT6eRzamIRhT0tDVNmUooaPWHx/k2u2acd8czdf/MwbuuduRzGlHvtnl5/+v4HN9nV6/NMXNaE1KZxu+PCkrvzUvtWn+5bruznm3X2g699m61Nodf214m+D67jah2no22VevJv9HvNXOd+Lm90uB1V3Xn3JhGA0KIHinlcSHE+wB8FsBiAHMB3ATgrvzfT+a//SkAtwohfgHgEgAnq3U016PyqUUjK2nbzc3AFp6mNPrvpa8SvH5oBP0P7y0WEkYKga62OJ66dalu5Ro2iqLgnwaO4Wdf/CtEFIGcKrF9z5/xFzM/6PamWcJs3oCpr38UHnKkMjkMjqarZkjvaX9YHzZZzcj58xOzedV7VamrNV71CbJWTm/fvg9PrFviWvno54ZVLXa/xmbXsauWv3pek7Nq+7S2R+t1w9uWzSt2NBe2i+Wws4zMo6yl0axEo0rNTuyg1R9EFB71lI3V7kX0OrnqKR/tnJZIbztqrdugdWw4NUY4VMu70bZqPfk3+r2l10mhL6GrNQ4hBFRVVs2hW+0VK9rrdlx3rnQ2A9iRn7N5AsDXpJTDQoi7ADwuhPgygD8D+Fz+e/8Bk/M6/xHAGIA1Vm1EZYirzW9Y4ORNtdee6tW774VXCSq3X+9VAq/tr9d0JmL41EdnY80DrxaPz5ZVfehMxNzeNNsZzV5l5fCNj88vGwleLU9GKrUgd6qRdYzkRK/B39PeVPV1K72cTmSrdwTZJZtVMXB8tLiQSxDLbbsajm7VeUZvNrW2b+uqPpzT0YyOhPmRI1pthLkzWj330D9soorQzEdE4xyWjqA/kcw0VA5YUa+ybiYiL6q3HtVr46UyWQyOwnTZVu+9uRX02hyKEFXbQHzIGHzV7r0bfTBSb3tA603AWFTBQ1+6GHf96g+4aclcw30JbrHyfsLq687xOZsBQEr5b6WUC6SUF0gpn89/bUhKuUxKOS//93v5r0sp5deklOdLKT8ipbRs7H8sqpTNS7LlhTdx90r9uYUbmXPIDLvmVWpEPfuezap4ZySFQ8NjmJ6I4en/ayl2rb8cO9ctrRp6L+2vFw2nJnBLxYivWx7Zi+HUhMtbZq96stfRHMXW/PyPt1x2frFyAKrnSVUlcqqsOk+R09d/0BTKhbeHknhnJIWsS52jdjOaE615vbbe2Idza0wxJITQzKldc7dXo6oS75xMGV4xnMqdSKY167wTyXRDv8/onPNG55TTqpP7H9mLfz50Urfs08t/NqtO2bbSERSFNkJLU3jWa/CqWESZ0ha+e2XvlDmbS8/17w6fbKgcMFpeVss262Yi8qp661G9OVP/cHTUkrJNq96t1SFldj0brTbHphW9xXrCaL3BdXWCp9ocwZ2JGLbe2Fe1X64yD/W2Bwrf/62d+/DHwSSu2/oSlm76LT67+UWksyr+7tMLDfcluMnLfWiudDZ7RVQRZQ3qwdNptMQj+GX/Ys0C2OkTaceKkI0yuu/ZrIp/OTaK67a+hH939wv5ef/GMbO9uebE5l7aXy8K6/GpJ3sDx0/j75//V2y4ZgHm9bQZPl5DyQzufObAlMW0tt7YV6zUvFyQe51WufAv+Q6ooKknJzOnNeGxtZfin755OZ5YtwQfPnvalLlKKwkhp+R004peuNDXjKFkBsdH06Esl6wwPqFdpo9P1H9d1NPANnqzqVfntMQjup3iWvm/97kBDBzX3rbKxU9mtDZxMTiXSSmRiEew8dqFeGztpdh47UIk4hFUrvFSeq47ErGGygEj5WWtbLNuJiKvqrce1euY3fLCm5aVbfUsOmbFw7xCm+Px/sXYfstibLhmAe75zQBUKeua0osPFYNHb/BDZyKGNwZP4+//38l7+u23LMajX7kE87rboChCNw96gzj0rplC+2FF3xzNTuUJVXtascIUMF55+OHlPqK6ptEQQvwbABcD2C+lfNaeTXJOKpPD9389gA3XLMC505vRHIvgdDoLVUrNBeycPpF2zqtUL1VVseGaBehIxDCSmsCWF97E64dGpuz78dNpzdG3RhaW8dL+elE8GsGVC3qwom9O8Tzs2Hso8MfH6HX33lgGg6NpfPnffAAjqQm8M5IynKdMNodnDxzH4GimLOczSl698XJB7nVmygW/MVJWqqrEwaEk3h4aQ0s8grFMDu/vasGM1tqvLakq8OCLb5V9xoMvvoXvfOov7dwtTZlsDkPJDMvtBkWEznQFDTw4qHfOeSOvyenVySOpCRweTmEsnYPaKosN/6FkBmOZLDZcs6CY+wvndOD2j38IJ1MTZV/X2zbO0+i+nAR+te8drFz0vrL1IW5a+oGy7yutE41MQ6clk82hu61pSplZWl7WyjbrZiLyqnrqUaC8DkxlsvjD0VHc85sBvH5oBIDzZVs9bYtq0xcoioCUEiu3vFT8/sp648I5Hbht2TzkpJyyzg7X1QkmvTbfSCqDoyfHi/f033vmDxg8nS6eb708PHrzJXW1BwrtB70H5nrt9FhU8dTUr17uQ6va2SyEeEVKeXH+v28G8DUAOwF8RwhxkZTyLge20TbxaASDp9PY8sKb+MbH5+OrP3+tamCcPpFuzKukRVUlTiQz2Pj0geJ2bFrRiwdffGvKvustLDNRY2EZwDv761WdiRhuW/YXxU67sMzZbOS6U1WJ46NpbHhyf/HY/OiGC/GDz12Av/3lP9fMU+EzCgtZFj5j57qldW0HaWt0wSm/MVpWjqQyOHZqvCyvd6/sRUdLDGfV6HBOxCNYs3Qubt++r+xnE3HncxiPRrBj7yFsWtFbNp9Z6RsBpC8Rj+Dulb2WnEs7Oty06uRNK3pxz28GMLszgbdOJNHaFEVXa3xKo3vTil48+foRXHvhrLJ1Bgo/r/WwuoDzNLorGgGuvqD8vG3+wkWIRvTnnd/ywptTygEj7bdEPIJvXjW/6jVQK9usm6nSeXc8E6jPIf8yWo+W1nmFOnBwFMX2ZIHTZZvRtoWROWMry+rC9KW3b9+H7ramKXVB6c/zoWJwVbb5VFXi3ZHye6TCNVM433p5iFbpHNZSyKTeA/NEPKLZNxVVhKcefni5D63WyObSXqy1AK6QUg4KIe4BsBuArzubO5qj+MXaSyEl8Df37a4ZGKdPpFdG+IykMjh+Ko0ffO6C4qiT9Tv24dGvXFK276oqdReWiRqYmD2TzWHmtCY8sW4JJrIqRzRV0JuzOchPdVVVQkLikS9fgrdOJPHD59/A4On0lOtuKJmZcmxuffR13HvdR/HY2ksBoGqeCmVBJqsWR3F95qI5ZZ/h5YLc62IRRbtciARrJqehZKb4ylfpqONvX72gLCepTK7YoAYm83r79n2TWW3V//0TEzmkMjmc25HAL9ZeitREDoffS2HmtMmFZpzW1RrH16+Yj3ufm3xDqKs1jp72pprzTtOkjkQcM6c1Y+O1C4sj3LXOpdZoIQBlXyusQaF1U9ro4mmFNsgT65Ygmc7h4Ikk7vnNAAZPp4sN/x/dcKHmCJP1O/bhZ1/8q2KHZenXN1yzABufPuDZzsCgLzZXa/8mshLr8oMvgMnztu7nrxXr0oLSOvH1QyN48MW38OhXLkFEEYaPW1aV+Nmu8jc1frbrLdy5/CPF76nVmWy0bg76eSUi7ynWo19dgmSmvB798RcumnyjWtUeeOGF+w6jD/P0Rpr+sn8xJlQVESHQHJ9cdG31/a/g8HAKg6fTmDmtuXjff/02/b4YPlQMj6FkBv0V9/Trd+zDxmsXQgiBI8NjEELgygU9ePbA8eLPFe4rtQZxQKI4dVupwjV273MDmg/MOxJxdCTieGLdEoxPqIiIyYfkqYzxhzBa7Q6r2yNe6TPUUquzWRFCdGJybmchpRwEACllUgiRtX3rbFSY3/WWR/biB5+7wFBg3DiRbo/wqfZ0KZJfKbbwfYW5kzZ/4aLijUphRExrk3ZloPc6+XldrZ64QLwkbE9161nBWe/YzGiPo7Upgo4W/WuotCwofM6PV/XhgzPKM+jlgtzretqasGVV35RR+T1twXpIoqrqlFWLN63oRVNUKctJTmeeupzUn+9rYiI3JadbVvXhovdPR3uTOzksXBPfW97La6IBiiJwXlcr2ptjusdPb7RQU1Qp3rDN7kzgoS9dXHZTeuWCHnz76gVIZ3M4PDyGO585gGcPHK/7VT9FEehpb8Z7yuS8knd84kMYSU0Ub5bj0Yhu+RuLKppfLzTuvfigzsoVvb3IyP7pzaOpVpRPVtSJUpWaZaYsmfuwVoeLke0I+nklIm8bSmZwejyLRDyCe667AH8eGsP//eT/weDpNLbe2Ifu9uYpZZEX7juMdnjrtQNSEzkcOzWOWETBWa1xxCICT926FKlM+f4cGR6reo/rhY53coZels6b0YrvPrW/2JbdsqoPAMrathM5tThFbuEB9vd/PYBvXf1hDCUzU+r80vsYVVXxeP9iSCmndgyfzpRl79GvXGLorWutdscHZ9WZcc4AACAASURBVLTi3VPjOD6axlAygx17D+HrV8w33R5xu89QT63O5ukA9gIQAKQQ4mwp5VEhRFv+a75VOodoPXPNefVEmlHt6Uq1p0ulx6fwRLO7rQn/dcVCPLDmYigCUCXQFBWY1qxdGZh5nTxsFJ1XQxQ3VgazSK3saa3gvHPd0imFsdB7bSai6GavQGs+4a/qzCccxOvfCdGogg/lFwfJ5lREIwp62ppqLobnRdUym5OYssDE+h378Hj/4rLfEVO0R6HGFP3jMagxer8w7/X0hHtlAK8Jc2odP73RQhuvXVj2tdX3v4Knbl2KneuWQlVVnEhmcMNPXi7rwBsczVSdL7majkQc7+9qwdtDY+hIxHDbsnl4f1cLulrjuvN2T2RVza+f25HA2dOm3lh7QdDnhTSyf/W0Ncxe/zmpPQf9dz+9sOwzanW4NHodBeW8EpF3ld4j/+C6C4oPigv6H9Z/S9XtNpbRh3lCCGy/ZTGGkpni2gyzOxN4e2gMAPA3971cMgAtilmdLWWfU2vkshc63skZelk4dmq8OJK59B7oO5860zk8lMxg8HS6OCUmAFy5oAfTEzGcTE3g6KnxKe3PRtoPdz5zAFtv7EP/w2cGAGm9da3V7vj5Vy7BFyra5/c+N4DvLe8NZHuk6p2+lPI8KeUHpJRz838fzf+TCmC5/Ztnn9I5RAtzzc3uDN/q57VWd9V7ujR3RmvZ8Sl83+uHRvCfduzHm4OnMTiaRiKmYFZHi25lMK7zOnkqE8zRumYoArh7ZXlO717ZC7/Ws41mT2skd0RgyjX832+4CM0VI0q1tiEs8wm7TVEEYhEFkfzffmwg1sqs1BkRKCtHBArgB5+7oCyvP/jcBVWvZTPz4ZN/VVvJvvJrqUwuv7K8UmwAF/5t/Y59uOWy84v/38gbMemsig1P7sf123Zjw5P7kc5OZk9rNfFNK3px3z/9aUq5vHVVH5pj3n3IFPQ3iIzsn9CoTzetsKetIcTkyOaNTx/A9dt2Y+PTB3DTkrmo7Ncu3AzO6mzJZ7y+jQn6eSUi7yq9Rz6ZXxiwlNfKIlWdXKDvyPAYBkcn32rSK38L7eLrtr6ElVtewsanD+AbH5+PKxf0YNOKXvzw+TeK7ZXClExa9/ha7YjKvhiz9QD5g1YWtq7qw6Zf/UvZ9xXur2Z1nhn4oKoqtt7YV/zZKxf04Na/noc1D7yKlVtewnVbXyq7bzNCq/3w7IHjmNEax851S7Fr/eXYuW7plJHJeu2OwdH0lPb5ir45nioDrFRrZLMmKeUYgLcs3hZHlc4h+vqhEdzzmwFsvHYhzu9uRUQRVRfoCdK8b7VGe+g9XWppipRNoVH5RLP/4b3FBdb0jo2qSqR1OlByxsuA0EjnVOx87Qh+9sW/Kq4Qf98//Qm3Lpvn9qY1pNHsab1xEIsqiEcUPPyli5GTEkdPjuO///YNfG95r+7nFxpIR0+Oh2I+YTcF5RXmWpmtNm9uKUVR8NP//aey0Xw//d9/qprXiM58+BEfHb8g1Z1O0SsHJYCtN/YV87Nj76FizvQauB35xWQbmedQL/uP9y/G2dOaMa+7rfjmQkQReOjFt/D43sN44/hp3PXZj+DcjskRTt/+n/uL8+578foP+ryQRvZPQGiONv67ktHGVlFV7bdBKueHNsvoeWUZRURWKy1/jo+mPV3H1Nter7Zmwze378Pg6TRGUhPF7692jz9zWhMeW3spchJojimY0WqsQ3lyce40xidyiIjJPpzK6RbJO4zUs5VZiCoCg6fTZd9Tui5JaWavXNCDn3/lEoyMTaAlHpmydki9bzWVXr8XzunALZedj67WOHIS6K7SRtBrdwwlM2Xfd3h4cno5r5QBVgttb0phDtHCk4/B02nMaG/Cz3cfxNJNv8Wnf7RL88lHrZFtflNrtIfek8YZ+SkuCnMuDxwdRU6ViEcUfOfTC3Dlgp6ao8OHkhkcPDFW/N0FszsTnh755JbWpgiWXzS5Qvxf/+B/Yc0Dr2L5RbPQ2uTPY1Ure52JWNk1WpifqTMRK/sZVZUYGZvA6XQWx0fTOPReCu3NUdzxiQ/XzN/ND+3BD59/Y8ooriDOJ+ymE8l0cRG5x9Zeig3XLMC9zw3gRDJd+4c9pFpmVVXi9Hh2ytsHWuVgYWG90tF8X79iftW8JmKK5psNCZ+UlUGrO52iWQffuAgz2uJl+blt2V8Uy8ZCA7fU7M4zq2038uaWXvbfGUnh4FASbwyexnVbX8LH7n4B12/bjU99dDauXNCD1w+NYCInsfr+V7DmgVfx+qGRYmO/ssHthMoRW5X5MzK6ys+M7F88KrBmaflo4zVL5yIetf7GXW/++sr5oc0yst8so4jIDqXlz5YX3jTUTnSCVn2o92BZr77Waxu8l5/O4O6VvdjywpvFf9O6xy+UvZ/+0WTZe8N9uzF02lj7oPCzn938Ij72/cn2x8DRURwcSrLs9qBa9axeFqY1xcrq8CsX9ODRr1yCTDaHo6fGce9zA8UcPnvgOL7wk5fR2RKz5E2CwvV75YIefOPjk/duRkZJa47QvrEPO/YeKvu+2Z0J9LQ3BaadWamhkc1BUDmHaGEkztb/7yAA/ScfQZv3zewcSXpzLt/5mY9gRlv1J5KZbK7Y0Ve6OMzWVX3Fzmw6I6dCc8qRJ9YtcXnLGlMre8OpCfzw+X8tG131w+f/dcqcRnoZnH1Womb+Dg+ncHg4hXt+c2YxgVmdCZzd3uzL+YS9KqezcF7OZw3BapkdSmaw+v5X0N3WVMzSWCaHmdOmloONzD3X2dKEme1ZbLx2YXEx1ZntzeissvillwSt7nSKVlYiCvDpH+0qO5a3PHJmzkethXS23thXfOWvkdGa1UZojI5ni+Vv6fYU5tLT61B0+pVBIyO2gj4vpJH9S2Zymgvs/P3fXIgui7en9C3DAjveLDKy3yyjiMgOleVPIh7BE+uWYCKrulbH6NWHZ7XE6qqv9doGszsTeOKrS3BqfKI4IrVywFqBmbJX62dv3z65tlR7c4xlt8fUOtfV/r1wDdVal6TwcxFF4NyOhOk3CQrX73c/vRDXbX3JcE612h2diRi+fsV8HHh3tKx9fu706n0WfhbazmZgssO5sADYkeGxYkdzgVbhGrR534ys7lpt4vSUzpzLj629tOr0GYUnpIOn02UdfWOZHM7p8ObCQW6byOrM2Zr155yttbKXyebw7IHjxcUACr7zqfJrrVoG0ar/+aUNpNcPjZRN/cKOZms59aq03apl9t2TqeLDi9KFKXatv1wzh40s+tLRGkNTrK3uVwy9IGh1p5Mqs1Jr1XY7Oky1sr9pRS/u+c0A7vjEhzS3J5tTkYhHISE98dqw0Rtatxdkslut/YsIMWWBndmdCURsKGoUTK5FUajDi2tRWP9RNfebZRQR2cVr9Uq1qbGM1teqKhFRgK2r+tD/SPlCaefkO89mtDXVbIuYKXurrWvBstt7ap3rav9euIYGR9Oa65JsuGZBsd1SyKyRfi4jFEXorsuTymQxOArNbGtd90Ee0KAl1J3NpYzO5xa0+fzM3pTqjVjSm4+p9Elqd1tT8Saj0NF33+pF6EgE8zUCs/Tmg435tGO0VvaMXmv1ZrDAqgqIalN1X5V2aYMaVC2zdtYNeiNQ/PQGSNDqTjcZOZZW39gWsv94/2K8M5LCUDKDe34zgNcPjWAsk9Pcnj8cHcXGpw/goS9d7Imylp2JxjTHFc0O4Oa49W2NdE7VHUXtNJZRRBQWevWhlNJQfV15P7/x2oWYO6MVLU2RsoEQRtoiZspevZ8dy+RYdntQrXNtJAt62S1ktDSzVg6+0Nu2QlvX6FokXnvwZDd2NucZ7XgKYgeVmdA3x7QvPL05l4eSmeLcrR2JGCZyKu697qOYOb0ZiVjwn+6YEVWE5g1g1MfHq1r2jF5r9Waw7DPa4nj05ku4oITNmnTOUZNP5hsupZdZO+uGILzeHcS60y1uHUtFETh7WjNOpibwHx/7XfGz39/Vgoe+dDHeHhorTvHS2RrD3z11AIeHU1h9/yt46talro/kYGeiMQICLfFI2ZQ9LfEIBKw/X82xiOYo6nrX7bBiYT+WUUQUFtXqw/kzEzXr68r7+ZHUBP7LPxzA95b3Olr2av3s3St7MXNaM8tuD6p1rqv9e+mb8VrZPbcjgV3rL5+SWas6d6u94efH+zKnsLM5z+iTj6DP51evGa1NmoWC3og7VWfu1qZIuJ7yNCKlM4/ij264sOp0EX5l9FqrN4OA/khRjqq3x1mJOLas6sMtJa/ZbVnVh7MCdLztrBuCMCKTdad13DyWenPQvTF4umze/B987oLiz0y+ZpjDrM4W27evGnYmGpPK5PDdpw7glsvORwsiyORUfPepA7a0NRqpvysZmYvbCJZRRBQW1epDI51zevfzqlr/1I5myt7Czz6xbgnGJ1REBDh4yMNqnWu9fweg+WZ8aXbPnmbvNKyl25bKZPGHo6PFN/wA/92XOYWdzSVqFa6VIyfOCfBk3kbVW0HkpPbcrY/3L3Zys30pHtUeARTkUVlGGjyNNFKsGilqxWiqMDC62KPf2fVqlNkRmV7JadheHbOK3vlz61hWfvbgaHpKefq3v/zn4vx5Xqmn2JlojJNtDSvOidH63Eg5yDKKiMKgnrJXq+y0+n7eTNmrKAI97c0N/Sw5r9a51vr30nbm4eEUvv/rAWy8diHO72lz9M34M/NGAxufPsA35Qzw3zvMLlFViYNDSew/chKHh1PYf+QkDg4lofpt0lEbFC68WZ0t6G6vvmCV3uTqUvI41lJ4Cj27c3JRS47KOqOeDALWjBTNZlUcHh7D20NJ7H/nFL61cx8Gjo2yTNBQWOyx/+G9uH7bbvQ/vBfPHjjOJ8AGmbn2WXf5mx/KGb3ytCMR81w9VW9dEUZOtzXMnhMj9Xlh9PPyzbuwdNNvsXzzLtevI1WVGBxN48jwGAZH0566poko+IyUvbptEN7Pk4Mq6/nXD41gzQOvIiLgSluuMxHDllV9Ze2kLav6oCiSdXkFjmw2aCSVwej4RNnXRscnMJLK4CwfLdLkNs6Z2DiOyrKOFSNFD76XxKH3Jlc8jkcUrLv8g7j3uYHAjda1Aq97c8xc+6fGJ+c3a2+OYiiZwY69h7Bm6Vx0tMRYd3mcX8oZvet7dufkvI+sp/zFb20NI/WL1+a9t2rqD6Of5YU3W4jIX7JZFUdOpjA4mi62H29aMhf3PjeA7356Idv15Biv3UcW3ti967MfwTkdCQyOpjE6PoHxwRyS7TmcOz2BaJRjegGObDZsIqtiLJPDhif34/ptu7Hhyf0Yy+Qwka1/biI3VRtJ4cQoC47ONSdIo7LczKLZHI6kMhgcTZeVB6lMDmuWzuVoXQ1BuO7dLjsbufZVVeLI8DhW3/8KVm55CRufPoCblszFz3a9hVSGOfU6J8qZQnaPnUzhnZFUQxnWu77PmZ7wfT1F5nilXem1ee/1Or8Lix9ZxYsjuonI+1RVYuD4KL7wk5fL2o8PvvgWVvTNQUTAdLveTP3AN0PCpd77yEbyUc/PFN7YTWZy2PSrPyCnSty+fR9WbnkJN/zkZQwcZz1bwJHNBk3kQ1TaMLx9+z78Yu2lLm+ZcdVGUgBwZJSF30bMkD3czqLZHKYyOc3y4OEvX8yn+hr8ft27nddGDSUz6M8vygicmVNvwzULkGMbyPPsLmcKub73uYEpC/3Uk2G/X99UzqpRt06N3jWSP6+NinKq89trI7qJyB+Gkhn0P6zdfpwsXxVT9b6Z+sHJN0PIG+qdY7zefNT7M4U2RUcihhV9c6bMX97/8F7Ws3kc2WxQRAE2XLMAj629FFtv7MOFczpweDgF1UdzE1UbSeHUKAsgWKNzqTFeyKKZHCo65YEihK9G6zrJz9e9F/LaCFVVNXPa1RpHc4zVv9fldOZEtKqcKWRXq6FcK8OVI0AA+Pb6pnJWlWleKhu99nZN4Ua1lB2d314b0U1EzjEz+lev7OhqjaOnvalsoeJG6n0z9YOX6hZyjtG8FfLR3daErTf24QefuwBHT45jJKWfj3ozVWhTjGVy6GqNs56tgiObDVBVifeSE8VVJ2d3JrBpRS8efPEtNMf8M4qxVqOTFwo5xc9ZrFYeJGIRdrIEkB/zqqoSJ5IZzZz2tDdhBudr9rzmmPZoTKvKmUKuOxKxujLMUUXBZlUHpVMdnUby6LXR94Ub1cpttrrz22sjuonIGWbrab2yo7u9CedOT5guO83UD3yIRtVksjl0tzXhGx+fX/bG3tZVfehIaNf79Waq0KaYOa0Jo+NZ1rNVcGiTAXqvknz76gW+umGvNpLCqVEWbgnK3E5B2Q8/Z7FqedDmn/KAjPNjXvVy+q2rF1hyo0D2m9HapDkas9FyprL+iEUVzO5MYCQ1UVeGOaoo2IyWabXaI06VjUbz6KW3a0o7v3etvxw71y215WGN10Z0E5EzzNbTWmXH1hv7MKtk4TMz96Rm6gevtrvJG+LRCG5bNm/q1BaP7NXNfyOZUhSBs1qbMGv65LXhdj3r1T4ijmw2oPAqckcihpHUBLa88CZePzSCiCJ8dcNeaySFE6Ms3BCUUVhB2Q/A31nUe/rpVHng15Xl/brdgD/zqpfTqCK4QrJPWDkaU6v+eOhLF+O+1Ytw73MD2LSid8qczXoZNjICxM/Xe9gZGXVrpD3i1OhdoyOSvJbJQue33Z/hpRHdROQMs6N/a5UdZu9JzdQPnYkYHv3KJTg+msZQMoMdew/h61fMd73dHWReqz+r6WqNY+6M1rrybyaP0aiCD589zdV61st9ROxsrqHaq8h+e4JWq+Jws0FqZyEWlAVSgrIfgPNZtDJfbr6W6uXKpBpVlTg4lMTbQ2NoiUcwlsnh/V0tOK+r1dPbXeDlslOPEEIzp0J4/3jTGVZ1SGnVH6vvfwVP3boU31veC1VV8cRXl2AipyInZdUpwmqVgX4tp2iSkQ5KI+0Rqx+W6NXhRurkMGfSiU5tIvIWK+5VqpUdZu9J660fSuuAnCpx5zMH8OyB48UR1/O62wJflrvFK/Wn0Xt5RRFoaaov/2bbK27Xs17uI+LwphqqvTLvxydo1V4jdOsVw0IhtnzzLizd9Fss37wLA8dGLRv+H5S5nYKyHwVOZdHqfLn5WqpfX18fSWVw7NQ4Njy5H9dv240NT+7HsVPVF2vwGi+WndVEBLBpRW9ZTjet6EXE/U0jF+jVH6lMDt3tTehub8ZQMoPrt+3Gx77/Aj67+UXdcrJWGejXcorOqFWmGW2PWFE21qrDjdTJzCQRhYnd9ypW3JMarR8q64AbfvIybloyt7jodf/DezGcmjC1P6TPC/VnvffyetPQVcu/F+/ljPJyHxFHNtfg9ivzYWD305igLJASlP1wmtX5cvO1VC9XJtWkMjncvr187qzbt+/DY2svBVpd3riAUhQFD774VtkUUA+++Ba+t7zX7U0jF9SqP+opJ2uVgX4tp8g4J9sjtbJppE5mJokoTOy+V3G7Dli/Yx82XLOgOCCQZbl9vFB/1nsvH7YppLzcR8SRzTVwEnr72V2IBWWBlKDsh9PsyJdbTz/9Wh7lpNQ8BzlvrF0QSF2tcXz9ivnY+PQBXL9tNzY+fYBz2oVYrfqjkZW49cpAv5ZTZJyT7REj2axVJzOTRBQ2dt6reKEO6EjEip/Nstw+Xqg/G7mX9/NI5Xp5uY+II5trcGqBE69yYkJ4u5/GBOXpVlD2wwr15NLLT/vq5dfyqDmmfQ6aY+F43unGwhosL8KhnjnsquXBynLSr+UUGedk+WJFNo1m0k+LIBERucWKOsBoeatXB4ykJti+cIAX2nR+u5d3ui3h5Xs+IWXwhpYtWrRI7tmzx7LfF9bGp1MTwntl4vkaHNkQq7MbRPXmxSf5MqyB8sj17AbtHNQjzPtuAdez62VWZsvqnIa13VSC2bWIVdmslUmW1UW+z+55dzxjy+8ldxy862qj3+r77IZFPeWt1vduvbEPM1rjUBQlKO0LT2fX7Tadn+pnP22rRap3QrCzmfQMjqaxfPOuKU+R7FjZ0u1CzABPVwJh0kgufZAvO3kiu2E9B06WowHkiex6ldXZCus1ahNm10JOZJNldZHvs8vO5mBhZ3Pw1FvehqB9wuzW4JcMhLAtUfUkuDKNhhDi6wC+AkAC+D2ANQDOAfALAGcBeA3AjVLKjBCiCcBDAPoADAG4Xkp50I3tDhsnJ4QvzKtjll8KImqcmXmbzGC2qBFeWFiDgslMtvTKs4A2hMnnamXTivqZZTURkfW0yudG14mg8LIjA3bc27MtUc7xzmYhxCwAtwFYIKVMCSEeB/B5AJ8EcK+U8hdCiC0Avgzgx/m/h6WUHxRCfB7AJgDXO73dYeTH+XFC9tpCKLmRS2bLnDAfP7+Vo+QfjWYrzNcjBY9VeWZZTURkLb3yeea0Jpa35Cq72sJsS5Rza3WmKICEECIKoAXAuwD+GsD2/L8/COAz+f++Nv//yP/7MiGE7XdDqioxOJrGkeExDI6moarBm26kFi+vbKllKJkpFhjA5FOkmx/ag6FkxuUtIyu5kcsTyTSzZUKYr02n88q6KzwazVaYr8dKvF78z6o8+63NS0Th4de6Sq98zqqS5S3ZqtY1Y1dbmG2Jco6PbJZSHhFC3APgzwBSAJ4FsBfAiJQym/+2wwBm5f97FoBD+Z/NCiFOAugCcKL09woh1gJYCwDve9/7TG0jR/1MsmtlS7umI/DrawtWZjcMjObSqpypqsRY2p/ZspvR7GayOXS3NWHDNQvQkYhhJDWBLS+8GYrj5+QKway7jAtCudtotvxYV9rRbvDr9RKE7Nar2vm3Ks9eXs09KMKYXQoGN7Pr17oK0C+fpSrR1RbHozdfgogQSMQj6EiwvLWDH8tds20+I9eMXW1htiXKOT6yWQjRicnRynMBnAugFcAnNL618PhB68xMeZwnpdwmpVwkpVzU3d1tahs56ueMwvw4szpb0N3eZNnN3fLNu7B002+xfPMuDBwbteQJbeG1hVJ+eG3ByuyGRa1cWpmzoWQGb51I+jJbdjOa3UQ8gm9eNR8bnz6A67ftxsanD+CbV81HIh6O42d1OaqHdZdxQSl3G8mW3+pKu9oNfr1egpJdo2qdfyGEZp4beQnSqbI6rMKWXQoON7Pr17oK0G5vXLmgByeSGXx284v42PdfwPXbduPYqbRLWxh8fit3rWjzGblm7GwLsy1xhhvTaPx7AG9JKQellBMAngCwBEBHfloNAJgN4J38fx8GMAcA8v8+HcB7dm6gH0f9+IWdFSZfW6ACK3OWyebww+ffwKYVvWXZ2rqqj9kyKKtK3L59X9n5uH37PmR98hqgX7DuIiP8Vlfa1W7g9eIPtc5/RGBK/bxpRS8i4b23I6IA8XNdpdXe+PbVC9D/8F5fdp6T/axo8xm5ZvzWFvYrx6fRwOT0GZcKIVowOY3GMgB7APwWwEoAvwBwE4An89//VP7/X8r/+z9KKW3toYhFFU7sbQNVlUhNZC2tMLNZFcdPpzGRUxGLKPjgjNZAv7aQyWQxmMwgq0pEFYHu1jjicTcuY2+zsmEWj0YweDqNe34zUJwGYiyTwzkdzYHKlp0msqrm+ZjIqi5tkbdYMUWAqsriCD+r665q22fXtEhkHytf8bMzG4WfH8uYbzdobQsXcdFX2bbqaWtCNOrc+JTS8wUA3W1NZeep9PwrioIHX3yrbJqmB198C99b3uvY9hIR2cXqusrKaQZr/R6t9oaRezQ/tS39tK1+YPYevp77oZnTmvDY2kuRk0BzTMGMVmtHIZvJRlBy5caczS8LIbYDeA1AFsDrALYBeAbAL4QQd+a/9tP8j/wUwMNCiD9ickTz5+3cPlWVOD2exd0re4sj8fikw7xsVsU7J1PISWlZhZnNqviXY6O45ZG9xfO0ZVUfPjSzHdFok5Wb7wmZTBYDg0l8tWR/f7yqD/O7W9nhXMHKB0aFJ583P7QH/Q/vLZYHHQmWB0axU0efqkocHEri7aExtMQjGMvk8P6uFpzX1VpXg2Tg2CjufW4Am1b0Yv0O6+quavOeAfDtPIJhV3jFzwy7sqGqEieSaYylc3jrRBKxiLmHKHrbOa+7rVi2s613RvW2lf0dzlrn6+6Vvfj+rwfw+qERAJPnP5bflq7WOL5+xXyeRyIKpNL7kEIZt3VVHyLKZHlp9Vy2Vv+eyvbG4Gi6ap3upzmq/bStfmHmntHo/ZDeeZvR2li7WKtjGDDXDg5KroTNg4RdsWjRIrlnz56GfnZwNI3lm3ehu60Jt1x2fnEU44Xvm46JHBx5CuhXehfaiWQayXQWB0+M4Ve/fxfLL5o1pSO/kYvnnZEUrtv60pTC6PH+xTi3I1HlJxviyEmqlt0jw2O4ftvuKfv72NpLMauzxYnN84VC592xU+OW5KzwO3183bqe3SBVmlZ7L5nGwNHRsqzevbIX889ux1kGGz2FeuvwcAoXzunALZedj67WOM7tSODsaeZG4Jf+7oLZnQnsXLcUALB88y7cdvn5WDKvGzlVIqIITEtEMK3Zkgd+rmeX9BnJhta/Vevk1iorfnTDhUhPqPjbX/5zQ+VHte3sTMTw3lgGmZyKnCoxrTmC1IS0YkSvb7NrV9tKa7S0oohi3RqLKogqAqlMTrOts/HahVjzwKuY3ZnA5i9chPedlUBHy2SWfF5He41vs1tw3h3P2PJ7yR0H77ra6Lf6Prt6Kh/C/vD5NzB4Ol1X59VQMoPURBZvHk/iV79/F8sWzCz2c1wwZ7rhNidQvV6t9SC71j1B5e++cE4Hbls2D+f3tCIRi3pqdKiZ41AhsNmtl5l7RqP3Q4OjaXxr5z6s6JtTfCNqx95D+N7y3uJ5M5odve3taovj2zt/j9WLz8PZ05sREQInTmdwfk9rzWvNwlw5oepJ4XDIuIMTgAAAIABJREFUCoWh+4eHU+h/eC+AyULuzs8sRH/JKA+7nwL6jd6+NUUVrL7/leLXNq3oxc7XjmDjtQsx56wEErEIzpmeaGj/J3Lar+Znc8F8NV+VUnN/1QA+MDJjKJnB6vtfQXdbU9m0FzOnNf5qjBWjAMOMK/PqS2VymvNZP7b20snlcw0ofeXs9UMjxbpr1/rLTR/jWq+z3Xb5+fjwrA58Pt85dOaNiwjfuAi4Wtlo5DVIrbn6bn30ddy9shcbrlmAD5/djkS8vptNve1UVRV/Hh4rPphc8oEurFr8fqz7+WuujOj1CjvaVnqjpacnovib+14ue9DWHItofv6csyYfro+kJvCjf3wD3/nUX6Ij/5yddTQRBZmiCAgIrPrpy2Xl480P7an7Ie6VC3pw61/PK6vrtq7qQ0fCfL1qZKqDWvcEpb/7wjkd+MbH508ZoeqV0aF+nk/bq8zcMxq9H1JVFTctmVuWq00reqGqav7fjWdHb47pX95yKb78bz5QNlDi7pW9eC+ZqXmtBSlX4Wk9G6S1MuVty+YVO5qBxiey9/NqsrXo7dvbQ2NlX1u/Yx+WLZiJNQ+8ipGxCcSjkYYL/FhE0VxFNBoJZqwVnRXXlQZWXA+yQgFdqGSu37Ybax54FamM/wroIOHKvNpyOg+RcnU8Q7JzReVqvzsejWDJvO7i1D6Fbf/qI3sxGIB6jaqrlY1GMqnXwFaEwManDyARj9ZdfuhtS04Cbw+NFR/23PyxDxRvvgufe8sje3H8dNrwZwWBHW2r46fTxY5m4MyxTWdl2ddu374PbU1Rzc9/czCJ67ftRv/De/HsgeN1lZFERH7XaAdU5T36ir45U+q6/kf21tUfYbbdWe2eoPR333LZ+cUOwcK2Gu07caLfxc72d5g1es9o9HzkJKbkav2OfcV2RT3Z0R/QgGJHc+Frt2/fh0PvpWpmMEi5CmavnAlaK1POndFqydOFID2lqKS3by3xyJSvdSRimN2ZQE97k6k59XramrBlVV/Zudqyqg89bcEc3SJ0VlxnX3O5IBXQFHzNMe28NseMV892rqhc7Xd3tcaRU7U7y7Mqe4KCrlY2GsmkXvk9lsk1nGm9bZFSoiV+ZhRtRBGheltKjx1tK73R0pX3j4eHUxifyE1p69y9shdbXniz+H31lpFERH5n1UPcjkTMdH+EU+1OM9vqRL+LnceB6mf0fEidgT6F6YXryY7edan3RnpLPFIzg0HKFd9xraA1dF/CmkXtgrxIlt6+jVWMJi18beuNfTi3wekzSufQOaejCb/sX4yJnIqoCyumO0lKaK64/p1P/aXbm+YpWgtpNFJAcw5Ia/F4apvR2qSZ13oWqbBzmpJavzuqaC/eFuW5Dbxa2Wgkk3oLIZ3T0Vz1tcNq5Yvedg4lMxjL5Ir5zanabb2gvi2lJxpV8KGZ7Xi8fzGyFrWtCqOlK49t5TOp2Z0JvHNyHFteeBMbr12I83va0BxTcHo8i8H8CHOtMpL1CxEFXaP3N5X36COpibr7I7TKWKfanY32nTjR78JpAr2jkNFpzVE83r8YEQEoiqJ5Pmplo57s6F2XTTH9vrFaGQxSrrhAYAm9xqobK7f6jdE5m43cNDbyOQ4cQ9cn7s9kshgYTBZfWT8zN2or50YtoaoSI6kMUpkcchJojimY0Vrfa9cBu1Zdz27AjqdlCnWOqqrIyckn7X5rUNhcLrme3aDycudcvdvWaPlSuZisxXM2Bz679ZyneuZs/v6vB6YsfFXts1i/WM732eUCgcHCBQLPaKTu1pqz+bZlf1FWHlcrM90sY818ttvbXed5Cnx262F3O7DW9zfy+yq3F8CU33H3yl7MnNaM87pag9Q+qR5sdjZPMhI6K27MvHyDZ5behWbl/rq4OqcnKoFMJovBZAZZVSKqCHS3xtnRXMKqhoXPVoGtxfXsBux4WiJIHSQ2lkuuZzeIgpQ9wFz5Uvlwsr1ZQSojrRjRG+jsNpKhbFbF8dPpsmOrKKLYRoxFFUQVgVSmvvYi6xfL+T677GwOFnY2m1d5j96ZiGE4NWHo/tztMtZM34kb/S4NtrGY3bxGjl8jGa2VDSuyo6oSJ5JpjE+oiAggEY80PODSw6ruDHup8vQmAi+E1KqVroO8Yrbevlm5v0Ge99qIeDyKWexc1lXrOjYq7DmzGo/nVFZl1QtYLvlLkLIHmCtfFEXgrNYmoPXM1zpbrN7C4GkkQ9GognM7ElO+PuX7W6d8S1WsX4iIqtO6Rzda37tdxprpO3Gj3yVobSynNXL8GslorWxYkR1FEehpbzb1O/wuXBPRVeF2QUrGcPE3qsaq65g5sxaP51Ssc8gtQcseyxfneSlDPP9ERPZhGVsfL9WPftTI8WNGvYudzXkMqTZVlRgcTePI8BgGR9NQK1dzcViQVuek2urNn1XXMXNmrbAcz3ryyjqH3GI2e2wXkJXll9k88fwTEdnH62Ws19okbN+b08jxqyejXstL0PG917xGV3gNMq/M61g5Z8687rZArM5J1TWSPyuv4662OB69+RJEhAjqHEuOURSBed1teLx/MSZyKmIl83UGRb15ZZ1DbjGTPS+0C7Tm0QvKqt1eUWuuQqvKLyvyFKRV24mIvMbqMtbKeZS90CapxPa9OY0ePyP37V7MS9BxgUCUF3pCCEQEoChK6Burbi8IAHiqUODE/Q5rNH9mGzFuZM7mBSxcz66HrmPb2LE4hde4sL2uZzeoGj2X9ebc6sz4qCzxbXaNHmMrzq1V7Uy/laUe59vsFnCBwGDhAoHmeaWMtLoO90JfhZYGjjezW6Ke41dPpgp56W5rwi2XnY+ORAxjmRwumDN9cv0OagQXCKxGVSUGjo7i5odLAnrjIsw/23M3Lo6rd84cOyoyTrJfziuNBSfUm7/CSveFkbMz25sRjdY/U5DTmfNR50nDwnAdm81rZyLm6fMdhpyGSaMLn1TLeWn9FIsqiEcEjgyPo/+RvZZlxq2yJEx1r9FjbMXiOUbLzWrHn2UTEZE+p8pII/Wk1XV4o/Mjm6nTjfysGwsT+pHesazn+NWTqUw2h+62Jnzj4/Oxfse+4vWwZVUfJrJqXYNNw9QuNCP0czafOJ0udjQD+YA+vAcnTqdd3jL31TNnTjar4vDwGN4eSmL/O6fwrZ37MHBs1PQ8OJxk/4xCY2H55l1Yuum3WL55lyXH2Kvqzd/B95IYODqKoyfHMXB0FAffSyKbVev+XKczp1dJDiUztnyeG8JwHbuVV6ecSKY1c3oiyboyTPRyHosqxfrp1kdfx/85cgojqSyOj6bR3TbZ2LeibHOjLAlb3Vu4Gdt6Yx8eW3sptt7Yh+62JluOsZFys9bxZ9lERKTPifuMauV06Ry5hfqllJk6vJH5fc3U6WFrD9jJqmNZT7swHo3gtmXzih3Nhe+95ZG9+N3hk4a3QVUlDg4lsf/ISRweTmH/kZM4OJRkDjSEvrM5NaEd0PGJ4HSCNMroZOuqKjFwfBQ3/ORlrNzyEjY+fQA3LZmLe58bMF2RcZL9M8LQKVmqnsn+3xvLYHA0jQ1P7sf123Zjw5P7MTiaxntj9R8bpzPHjthgcCuvThnXrSu920FO1tPLeVQRuPmhPcURIxue3I/L7n4BG57cj298fD4unNMBwHzZ5kZZEra6NxZR8M2r5mPj0wdw/bbd2Pj0AXzzqvmIRay/ZTBSbtY6/iybiIj0OXGfoVdOj6QyZR2K12/bjW9edaZNAJirwxtZvNBMnR629oCdrDqW9bQLu1rjmDujVfN66EjEDG/DSCqDY6fGy+7jjp0ax0iKOagU+s7miCI0A8ph8OULAuxafzl2rluq+crNUDKD/of3lhUW63fsw4q+OaYrMq+vgOukMHRKljKaPwDI5FTcvr38KeXt2/chk6v/ZtPpzLEjNhjcyqtTIkK7roywqgwVvZynMpP10y2XnT9lxMj6Hftwy2XnAzBftrlRloSt7s3qlE9ZG8onI+VmrePPsomISJ8T9xl65XQqk5vSoXj79n24bdm84naYqcPraXvX2lYjdXrY2gN2supY1tMuVBSBlibt62EkNWF4G1KZnGY7KZVhDiqFfs7meETB3St7i4GZ3ZnA3St7EbdhBIcfGZkzR6+w6GqNm67IuMr4GYXGQuUiCEHqlKxkdM6mnCo1M9jI6yxOZy4MqxaH5Tp2I69OScQjmnVlIh7c8oe0aeW8UD8VRoaUKowYsaJsc6MsCVvdm5Xa5VPWpuKpVrlZ6/izbAo2LvZHZI4T9xl65XROpz45v6cNu9ZfbkkdXu/8yGbq9LC1B+xk1bGst104o7VpyvWwaUUv7vnNgOFt0Mt1zru3ca4JfWfzWS1xnGpvwsZrF6IlHsFYJofu9iac1RKcjh676RUWPe1NllRknGR/Uhg6JRuViGlnsDnWWOXvZObYERs+VufVCR2JOGZOay6rK2dOa0ZHguUPnamfjp4c18z2rI4Enli3BDNam0yXbU6XJWGre5t1yyd3BmHUOv4sm4iI9Dlxn6FXTuvVJ4lYxLV7AjN1etjaA3ay8ljW0y6svB5yqsSdzxzA64dGDG+D19pJXiakDF4X/KJFi+SePXsMfa+qSpw4nUZqIoeIIhCPKDirJY5olGExSmuV26039mF+T3uQjqMjPX+1ssuVT7WpqsTA0dHiYp+zOxO478ZFmH+28ZWWA3xsPZFdOsNsXt3Kqgufy+z6iKpKjKQyeHdkHP2P7K2rPeD18reB7fNtdq2oT61W6/h7PT8+46nscmQzHbzraqPf6qnsho1WOQxgSh/BfasX1Zzqwo5tsarOsKm+CWV2zR5LK85FI79Dq+/LiVx7VNUdDvXIZr2gzGjj6Lt6hGVkphdwdKg2RRGYf3bjGWSlQU4yk1c3s8ryh6pRFIGzWpvQkYjXlW0/lL9hy35TTCkbKdzk8midWsc/bOeHiMhr9Mphp/sIjLQpzNQZrG+sY+ZYWtV2bGQb2PdlXGCGnTaCK4pap3ChzupsQXe7+ddkieplJoMsC8hpjeaVWSWvqzfbzLS3DCUzWH3/K1jzwKu4ftturHngVay+/xWeDyIiqpvTfQRsU4SD2+eZfV/GhLqzmSuKEhHAsoD8g1mloGGmvYXng4iI/Ip1WDjwPPtDqDubCwvbleKKokThw7KA/IJZpaBhpr2F54OIiPyKdVg48Dz7Q6g7mwurYBaCyhVFicKJZQH5BbNKQcNMewvPBxER+RXrsHDgefaHUC8QyMm9vYGriJObCvmb1hzF4/2LERGAoijMIXkOs0p+plfXsy3mLYoiMK+7DY/3L8ZETkUsoqCnjfMREhEFRZDvvdmmCAe/n+cgX4OlQt3ZDHBFUbf5YRV6Ci7mj/yCWSU/q5VftsW8Q1Ul3hg8zbKGiCiAwtCeZJsiHPx6nsNwDRaEehoNcp/bK4lSuDF/5BfMKvkZ8+sfPFdERMHFMp7IXWG6BtnZTK7iSqLkJuaP/IJZJT9jfv2D54qIKLhYxhO5K0zXIDubyVVcSZTcxPyRXzCr5GfMr3/wXBERBRfLeCJ3hekaDGVns6pKDI6mcWR4DIOjaaiqdHuTQosriZKbnM4fyx5qlFNZZUbJDsyvf7BdRkQUXFaV8axvyS+8ltUwtbNCt0BgmCbk9gO/ryRK/uZk/lj2kBlOZJUZJbswv/7SFFWw8dqFaIlHMJbJoSkayrEpRESBY0V9zPqW/MKLWQ1T/1foWo9hmpDbLworic7qbEF3e1MgLzTyLqfyx7KHzLI7q8wo2Yn59YehZAar738Fax54Fddv2401D7yK1fe/wuNIRBQQZutj1rfkF17Nalj6vxzvbBZCzBdC/K7kzykhxH8UQpwlhHhOCPFG/u/O/PcLIcQPhRB/FELsE0JcZObzwzQhNxF5B8se8jpmlPyM+bUGjyMREVXDeoL8gll1l+OdzVLKASnlR6WUHwXQB2AMwE4AdwB4Xko5D8Dz+f8HgE8AmJf/sxbAj818fpgm5CYi72DZQ17HjJKfMb/W4HEkIqJqWE+QXzCr7nJ7Go1lAN6UUr4N4FoAD+a//iCAz+T/+1oAD8lJuwF0CCHOafQDwzQhNxF5B8se8jpmlPyM+bUGjyMREVXDeoL8gll1l9sLBH4ewP/I//dMKeW7ACClfFcI0ZP/+iwAh0p+5nD+a++W/iIhxFpMjnzG+973Pt0PDNOE3OQPRrNL/hbEsofZDZYgZlQPsxs8Ycmv3dkNy3Ek57HcJb9idsuxnvCPsGeXWXWXayObhRBxAJ8G8Mta36rxNTnlC1Juk1IuklIu6u7urvoLwzIhN/lDPdklfwta2cPsBk/QMqqH2Q2mMOTXieyG4TiS81jukl8xu1OxnvAHZpdZdZOb02h8AsBrUspj+f8/VpgeI//38fzXDwOYU/JzswG849hWEhEREREREREREVFNbnY2/w3OTKEBAE8BuCn/3zcBeLLk66vFpEsBnCxMt0FERERERERERERE3uDKnM1CiBYAVwDoL/nyXQAeF0J8GcCfAXwu//V/APBJAH8EMAZgjYObSkREREREREREREQGuNLZLKUcA9BV8bUhAMs0vlcC+JpDm0ZEREREREREREREDXBzGg0iIiIiIiIiIiIiCggxOXA4WIQQgwDedns76jADwAm3N8ImQdm3E1LKq+z+kDqyG5TjagUeizO0jgWza48g7IfX98Fr2bWb188H4P1t9Mr2+SG7XjlW9fDbNvtxe//FA9n16nHjdhnnxjb5odx1ghfzUK+w7YMfsxuEc9SIsO430EA/QyA7m/1GCLFHSrnI7e2wQ5D3zU08rmfwWJzhh2Phh200Igj7EYR9CBI/nA+vb6PXt89L/His/LbN3F5/b0clbpdxXtymsAjCsec+eF/Q909PWPcbaGzfOY0GEREREREREREREZnGzmYiIiIiIiIiIiIiMo2dzd6wze0NsFGQ981NPK5n8Fic4Ydj4YdtNCII+xGEfQgSP5wPr2+j17fPS/x4rPy2zdzexnhlOypxu4zz4jaFRRCOPffB+4K+f3rCut9AA/vOOZuJiIiIiIiIiIiIyDSObCYiIiIiIiIiIiIi09jZTERERERERERERESmsbOZiIiIiIiIiIiIiExjZzMRERERERERERERmcbOZiIiIiIiIiIiIiIyjZ3NRERERERERERERGQaO5uJiIiIiIiIiIiIyDR2NhMRERERERERERGRaexsJiIiIiIiIiIiIiLT2NlMRERERERERERERKaxs5mIiIiIiIiIiIiITGNnMxERERERERERERGZxs5mIiIiIiIiIiIiIjKNnc1EREREREREREREZBo7m4mIiIiIiIiIiIjItEB2Nl911VUSAP/wj5V/HMHs8o8NfxzB7PKPDX8cwezyjw1/HMHs8o8NfxzB7PKPDX8cwezyjw1/HMHs8o8Nf6oKZGfziRMn3N4EooYwu+RXzC75FbNLfsXskl8xu+RXzC75FbNLTgtkZzMREREREREREREROYudzURERERERERERERkGjubiYiIiIiIiIiIiMg0djYTERERERERERERkWnsbCYiIiIiIiIiIiIi06JufKgQ4j8AuBmAAHCflPK/CSHOAvAYgPMAHARwnZRyWAghAPw9gE8CGAPwRSnla3Zsl6pKDCUzyGRziEcj6GqNQ1GEHR9FRDbhdUx+waySW5g9MosZIr9idomccd4dz9T9MwfvutqGLSE/YRkdHI53NgshFmKyo/liABkAvxZCPJP/2vNSyruEEHcAuAPAegCfADAv/+cSAD/O/20pVZUYODaKmx/ag8PDKczuTOC+1Yswf2Y7w03kE7yOyS+YVXILs0dmMUPkV8wuEZF3sYwOFjem0fgwgN1SyjEpZRbA/wKwHMC1AB7Mf8+DAD6T/+9rATwkJ+0G0CGEOMfqjRpKZoqhBoDDwync/NAeDCUzVn8UEdmE1zH5BbNKbmH2yCxmiPyK2SUi8i6W0cHiRmfzfgAfE0J0CSFaMDk9xhwAM6WU7wJA/u+e/PfPAnCo5OcP579mqUw2Vwx18YOGU8hkc1Z/FBHZhNcx+QWzSm5h9sgsZoj8itklIvIultHB4nhns5TyDwA2AXgOwK8B/DOAbJUf0RovL6d8kxBrhRB7hBB7BgcH696ueDSC2Z2Jsq/N7kwgHo3U/buI6mE2u3QGr2NnMbuNY1bdFebsMnv+5oXsMkPUCGaX/MoL2SVqhN+yyzI6WNwY2Qwp5U+llBdJKT8G4D0AbwA4VpgeI//38fy3H8bkyOeC2QDe0fid26SUi6SUi7q7u+vepq7WOO5bvagY7tmdCWxd1YeIMjl3DJFd6smuqkoMjqZxZHgMg6NpZrOC1nV83+pF6GqNu7xlwWS23A2zoGTVr2VSmLNrZfb8ev79zIns1jqvQSm/yFleKHerZZflGenxQnaJGuG37JptX7Ac9xbHFwgEACFEj5TyuBDifQA+C2AxgLkAbgJwV/7vJ/Pf/hSAW4UQv8DkwoAnC9NtWElRBObPbMcT65ZgLJ3DWyeS+Pb/3I/B02lOSk6ewAnzaytcxzvXLeUKtuRpQcgqyyR/sip7PP/BZOS8BqH8onDSyy4AlmdERC4z075gu9R7XBnZDGCHEOIAgP8HwNeklMOY7GS+QgjxBoAr8v8PAP8A4E8A/gjgPgDr7NooRREQEFj105ex5oFX8fqhEU5KTp7BCfONURSB7vYmzOpsQXd7EysX8iy/Z5Vlkn9ZkT2e/2Ayel79Xn5ReGlll+UZEZE3NNq+YDnuPa6MbJZS/luNrw0BWKbxdQnga05sF8BJycm7mE0i8hKWSeHG8x9MPK8URsw9EZG/sRz3Hlc6m71GVSWGkhlksjkIIXDlgh48e+B48d85KTl5QWHC/NJClNk8o/Q65iu95HVByCvLpHCrdv6DkO+w8uJ1zTxRverNjBdzT/523h3POPI5B++62pHPIbKa1XU7y3HvcWsaDc8ozO2yfPMuLN30W1y39SXctuwvcOWCHgBc9IS8gwvy6Ku8jpdv3oWBY6NcFIA8KSh5ZZkUbnrnvzMRC0S+w8pr13VQyktyTiOZ8VruiYiCzI66neW494jJWSqCZdGiRXLPnj2GvndwNI3lm3dNeQLyeP9iSCk5goIKHAlArexydI82vet457ql6G5vcnHLPMET2aUzgpRXm8skZtfjtM7/UDITmHyb4OvseqmtEaTy0id8nV2g8cx4KffUEE9llyObGzsGXt4fG3kqu06wq25nOe64qgc39NNo6M3tIqXErM4Wl7aKSFthwnwqxzmayE+ClFeWSeGmdf6DlO+w8tJ1zTxRvRrNjJdyT0QUZHbV7SzHvSX002gU5nYpxbldiPyF1zH5CfNKQcZ8k5WYJ6oXM0NE5G0sp8Mh9J3NnNuFyP94HZOfMK8UZMw3WYl5onoxM0RE3sZyOhxCP42GogjMn9mOneuWcm4XIp/idUx+wrxSkDHfZCXmierFzBAReRvL6XAIfWczwLldiIKA1zH5CfNKQcZ8k5WYJ6oXM0NE5G0sp4Mv9NNoEBEREREREREREZF5HNlMRERERERERERTnHfHM25vAhH5DEc2ExEREREREREREZFp7GwmIiIiIiIiIiIiItPY2UxEREREREREREREprGzmYiIiIiIiIiIiIhMY2czEREREREREREREZnGzmYiIiIiIiIiIiIiMi3q9gZ4gapKDCUzyGRziEcj6GqNQ1GE25tFNAWzSkRuYflDYRW27Idtfyl4mGEiIqqFdYW9XOlsFkJ8HcBXAEgAvwewBsAWAP8OwMn8t31RSvk7IYQA8PcAPglgLP/116zaFlWVGDg2ipsf2oPDwynM7kzgvtWLMH9mO4NGnsKsEpFbWP5QWIUt+2HbXwoeZpiIiGphXWE/x6fREELMAnAbgEVSyoUAIgA+n//n26WUH83/+V3+a58AMC//Zy2AH1u5PUPJTDFgAHB4OIWbH9qDoWTGyo8hMo1ZJSK3sPyhsApb9sO2vxQ8zDAREdXCusJ+bk2jEQWQEEJMAGgB8E6V770WwENSSglgtxCiQwhxjpTyXSs2JJPNFQNWcHg4hUw2Z8WvJ7IMs0pEbmH5Q2EVtuyHbX8peJhhourOu+MZtzeByHWsK+zn+MhmKeURAPcA+DOAdwGclFI+m//n7wkh9gkh7hVCNOW/NgvAoZJfcTj/tTJCiLVCiD1CiD2Dg4OGtycejWB2Z6Lsa7M7E4hHI4Z/B5EZRrPLrJLXNFrukv8Erfxhdskor2Xf7ux6bX8pOJwqd5lhshrbDORXzK4+1hX2c2MajU5MjlaeC+BcAK1CiFUA/hOADwH4KwBnAVhf+BGNXyOnfEHKbVLKRVLKRd3d3Ya3p6s1jvtWLyoGrTBXS1drvI69Imqc0ewyq+Q1jZa75D9BK3+YXTLKa9m3O7te218KDqfKXWaYrMY2A/kVs6uPdYX93JhG498DeEtKOQgAQognACyRUj6S//e0EOJnAL6R///DAOaU/PxsVJ92oy6KIjB/Zjt2rltadRVKrlRJblMUgXndbXi8fzEmcipiEQU9bU3MIRHZrlpdyfqR/MpIdo22E4PCrf1lOUJWaSTDzB8RUXgUyvxpzVE83r8YEQEoisKy32JudDb/GcClQogWACkAywDsKczDLIQQAD4DYH/++58CcKsQ4hcALsHktBuWzNdcoCgC3e1Nuv/OlSrJC1RV4o3B08whEblCq65k/Uh+VU92a7UTg8bp/WU5QlarJ8PMHxFReLDMd44bcza/DGA7gNcA/D6/DdsA/FwI8fv812YAuDP/I/8A4E8A/gjgPgDrnN5mrlRJXsAcEpHXsFwiv2J2vYPngtzE/BERhQfLfOe4MbIZUsrvAPhOxZf/Wud7JYCv2bUtRl6b4kqV5AXMob34CiX5hZeyynKJrOBGppldfU6fD542KM4GAAAgAElEQVQLapQVWWX+iIj8p9Hyn2W+c1zpbPYKo0PoCytVloaSK1WS05hD+/B1GvILr2WV5RKZ5VammV1tbpwPngtqhFVZZf6IiPzFTPnPMt85jk+j4SVGh9BzpUryAubQPnydhvzCa1lluURmuZVpZlebG+eD54IaYVVWmT8iIn8xU/6zzHdOqEc26w2hT2WyGBxFcSh+2FYiN8pLr3KHgaIIzOtuw+P9i5HNqYhGFPS0NQX6mDuVMb5OQ1YozWsiHkFWlZjIqpZm12tZZf1oPa/XrVZvn1uZZna1GT0fVuWg8HvOaonh8f7FkFLyXJAhVpUdbpYFVl9HLMuIyMusKqvMlP+NlPksYxsT6s5mvSH0fzg6io1PHygbil+6qnGYwqa3r157lTsMVFXiz8NjeHtoDC3xCMYyOYx35XBeV2sgj7mqShwcSpbt7/u7WmzZX75OQ2aV5nVGWxwyCaz7+WuWl49ezGpp/VhNmOrORhmtW906lnaUy25m2mh2w8TI+bCqDaiXp3OmJ1wpG1hG+YvRssPIeXWjLMhmVbxzMoXjo2kMJTPYsfcQvn7F/IauI96TEZHXWVlWNdp2rKwPjLQ3Ctt973MDWNE3B12tcaQyWZw7PYFoNNQTRdQU6qOjNYR+04pebHnhTd2h+IWwLd+8C0s3/RbLN+/CwLFRqKp0YxdsVW1fvfYqdxiMpDI4dmocG57cj+u37caGJ/fj2KlxjKSCecyd3F++TkNmleb1nZPjxY5mwNry0a9ZDVPdaYaRutXNY2lHuezXTAeVkfNhVRvQS+0allH+YySrXj2vqioxcHwUN/zkZazc8hI2Pn0ANy2Zi3ufG6j7OuI9GRH5gZVlVSNtx0brg6FkBvc+N4CblszFxqcPYOWWl3DDT17GwHH36xKvC/XI5tIh9KlMFn84Oop7fjOA1w+NANAeiq93kexctzRwo2Oq7avXXuUOg1Qmh9u37ys7H7dv34fH1l4KtLq8cTZwcn/5OjWZVZrXjkTMtvLRr1kNU91phpG61c1jaUe57NdMB5WR82FVG9BL7RqWUf5jJKtePa9DyQz6H95btl3rd+zDhmsW1H0d8Z6MiPzAyrKqkbZjo/VBJpvDir45WL+jvL3S//Be1+sSrwt1ZzNw5rWpwVFg49MHag7F93uFXs8rgtX21YuvcgddTkrN85Hz6QO1Wll0en/5OjVVU09eR1ITtpaPfsyq3+tOpxipW608lvVOG2BXuezHTAdZrfNh1fQFXmrXsIzyp1pZdeu81sq+3nZ1tcbrbivwnoyI/MDqskqv/NcrfxutDwq/g22E+oV6Go1SRofiFy6SUn6p0Ot9daDavvK1V+c1x7TPR3PMf5exkSwGaX/J3+rN65YX3sSmFb0sH0v4ue50kpG61apj2cjrhCyXCbBu+gIv5YllVDC5cV6NZF9vu3ram+puK/CejIj8wImyqlr522h90NUaR097E9sIDRBS+nRYZBWLFi2Se/bsqfvnqi2GV/h6Ih7BsVNpXy7CMDiaxvLNu6Y8TdIb/l9rEveQLaTiyI5Vy26QFgAxksUg7a+VGrjuXM8u4O+FlxrJ65ULevDtqxcgogjf7a8dGryePZFdp9W6VqwqG+ttE9Tz2X6+3i0S+OzWOsdeq+eduq4CIFDZdeK8VmYrogCf/lH92d96Yx/m97Q3tOAUy1wAHsvueXc848DWAAfvurrun3Fq2xrRyP4EgKeyW8nK8sXusqpa26OrNd5wfZDNqhg4Plqc/ijEbYRKVXc+9NNolNIaiq/VGHjoSxfjiXVLMJFVfVWh1/vqQK25cOp9dYHMCdK8lkay2Mj+Bj17fr0Z9ut2F9iV1zDh8TGu1mvhescSmGxkGz2+jbxOaOQ8+v16J2N1qRXTFzhVLhjJJMuoYLL7vGp2Gq/qQ3dbU1n+G8l+PW1aTkVERHawuk1nVVnVyFQZZuqDaFTBh8+exjZCndjZXIPWROKr738FO9ctxazOFpe3rj6NzJNTb4HQaIEU9E5CqwSlMWk0i/Xsb7XsAQhEvry60E0tJ5Jp3PvcADZcswAdiRhGUhO497kB3Ln8I+hpb3Z782qyI69hxONjncpj2UjdW5nrC+d04LZl85CTEoOjad1ystZ59Gs5RZOsurG0stw020Y0mkmWUcFk53kdSWVw9OQ4fvC5CzCSmsCWF95E/yN7sfHahVjzwKvF76s3+3xoR0Re4JU2XWk7IBZVcHo8i9X3vzKlfKzV9jBTH7CNUD92Ntdg9cISbnaqFubJqWy4WDlPTiMFEhtUxgWlU96OLOpl76lbl/p26ptKfl3AKKeq/z977x5dVZXn+37n2q/s7AA7hAQfRKEppCpFRzH4AM6p1qal7JYqDga12gJfpYSiOdT1Vil2t1xrDMrT8vA6ylGNRKt8Qdklgl4d2C3W8RSnxwEtJUVL0ynTNI1WUCEhJJDs7OzXmveP7LXZj/Xe673mZwyHZD/WmnvO7/zN35xrzt8Pdy+YUcjiO60+ik3trcjJxIZ1ElbYTjfjFbvkZvSMvcW6bqyL4OGbZ+Oh3UeqtpNus1NMv6UYNbFUYzfV1L0RPqLbNMmwHj12gOcpvhwaw4Y3j5b4Nlv39WDGlFhhwUOPz+CUBR6G83FySAyG+3HC+CnmB2xZ3lo4QVJsH42aszHf0BjYYrMCRmbNtHtR1YojgnoMEnOo1GG3fozEDC1KaS+ZznlGX27NOM7zKCw0A+NtsH7PEby66nqbS6YOdrxaGi/ZJTdjREiMO579wBA76SY7xfRbiVETSyW7qbbujfAR3aRJhvXotQMDiTQ6dnZV+DYbl85BbSRQlc/ghAUeBoPBcML4KeYHPLT7CDYsaUHHjq7Ca9WGyhBgvqFxsPThChiZNVPKYR5IpA0tsxzC9v9L62vROCFieIfRk+WTOVTqcIJ+jMRoLUppL0epZ/Tl1ozjvEQbuGRjMwDzbadb8Zpdcit6M2wXHwk0yk66yU4x/VaiV0tiyNlNtXVvhI/oJk0yrEevHZDS5owpMUyJRaryGYzshwwGg6EXJ4yfUrY2Hg0V/hYLlaHX/jLf0DjYzmYFjNzR5odFVT1HF6SemIWCnKZkR17HD/qpBint1YTsfyJrFG7dYRuRaINIiD3v1ItTjnf5wS45pa7lqPbYoJE7V9xkp/ygX600xMJ4+b5r8dnAKGrDAYymc7i8odbwiaXaujdCm27SJMN69NoBKW3WRgJVa8uoMDQMBoNRDU4YP6Vs7Wg6V/i3kQvgfvYNjR5X2GKzCowKBu6EYwhmI2eQslkefSMpZHI8QgEOTXURBIOcpEMlFfjdr45UKMhJLsozpLUHwFPxdt2YnGBKLCLaBlNi7vodZiFlG6Vw0vEur49rbkl6W+1kwOi45EbYKSvq0Ov61Usqy5fEoX3urnmG30Nt3TfEwnhu5Tw8sKNImyu1a9ONYyfDGqS0SAgBz1NJuyNlN43wbfSGoZnVWIfBZIYtQDMYDMOwe/yUsrVTJ0ZwYP2NukNlSPmYTvENrZ5LmDG/JJS66ByzSubNm0cPHTpkdzEqcNICgdVkszw+OT2M1fnYZtPqo9i+og1fnToBwSBX0ZkCHPDtnx2o6OQ2xtm1pIHktDswMoZ/Pz1SksBpy/JWXDG1Dg11NVYUz7X4fPeH7doFfN8GkijZRjH6h1NYts0Z9tHkcc127eqpa7eO9U7qo1bVoYn3sV27erHKvqit+2yWx6dnE+g9myzstG6eHMX0yTHZh3IM3bhWu3oR0+Km9la8dPAEHrxptqw9sMtuSvXTV+6/Dnf+/LeuGnsMxFHaZYn79PHpE7fYXQQ7cJR2nYiRtlbJ/3CCH29HGXT6f7KFsWVnMyHkQQD3A6AA/hXAvQAuBvArAJMB/A7ASkppmhASAfAygDYAAwDuoJR+ake5q8UJxxDsom8kVVhMAcaPIqze2YVdHfNxSTxa8cTs88FR3x5fkGIklcPmd3qwYUkL4tEQhpIZbH6nBz/9zlVoqLO7dM7G7ieyDNYGUijZRjGcdLzL6+Oan5LeOqmPWlWHXtevHqyyL2rrvm8khXte+Khi8iNnIxkMLQha3NUxH18MJTGQSGPrvh4c7h1C95fDsnbHLrsp1U/7hlOuG3sYDAZDCSNtrZKP6QTf0I65hBn+n+WLzYSQSwGsA9BCKU0SQnYB+A6AvwDwFKX0V4SQ7QC+B+CZ/P8HKaVfIYR8B8AmAHdYXW6jcNJkTgvVPk3K5HhR8WZzvOjnnXJ8wUkEOILGCaXHRhsn+HtSzGA4Da22UqttBJxnH906rqlBT1076WGAVRi9u8/KOvSyfvVgpX3hOIKGWLignYFEukI7emwkg6EVjiOglGL59vdLXrfDdquxp1L9tDyBldfHHgaDwShGjf1U42Pa7RvaMZcww/+z6/xZEECUEBIEUAvgSwB/CmB3/v2XAPy3/L+X5v9G/v1FhBC2umYhwjb+ZdsOYOGm32DZtgPoOT0MnqeF9/uHU/h8cBT9w6nC68WEApxoVuVgQFyCTsh86jSiIQ5r/3QWNu7txh3PfoCNe7ux9k9nIcqSrKnSIMNe/NBGSrZSDK22EWD20Ur01LXgrBXj5YelenSvhN/q0ElYaV/UaEePjWQw9GC13RHzi9TaU7F+2rmyDXu6ei0rP4PBYBhNNfNFtfbTDT6mHWU0w/+zJWYzIeQHAB4HkATwLoAfAPiAUvqV/PvNAP6JUjqHEHIUwM2U0pP5944DuI5SeqbsmqsArAKAyy67rO2zzz6z7Pd4Hbn4LQ2xsOqYe1rjkjopfiRMjKWkVrt958dw6zMHK9rh9e8vQNNE/8ZsdkJcJYdju3b90kZ6Yl3psY2A4+yjWdiuXUB7XftF7wJ9w2O4dZvI2LRmAZom6BubPFCHjtCuHnie4tOBBD4bGC3ESL68oRbTG2KG170am6nXRjJ041rtVouVdkfqXg11YVF7KuZHlI9N9dEQjvWPuNluVoujtMtiNuuDxWw2+MIOt7vFVGuD1c7D3OBj2lVGHfNL+TetXmwmhNQD2IPxUBhDAF7L//1Y2WLzP1JK/5gQ8m8Avlm22HwtpXRA6h5uDn7uRD4fHMXCTb+peF3I/ql2cSWb5dE3kkI2xyMY4NBUF6mYKDh4AcX2wP1y7XBpfa3ZRXMsTkqW5lBs165f2khvH1VjG4txsJ00Gtu1qxe1beSFtvzD2QS+sXl/xev//PCNuGyy/rHJ5XXjWu32D6fwt28cQXtbcyE/xJ6uXjy+rNVwe63WZmq1kYyqcK12jcAquyOZ4O+B6yTtaYBAsUwut5vV4ijtssVmfbDFZvNwqt0VqHa+qGUe5gZbqaWMNv4exyUI/DMAJyil/QBACHkdwAIAcUJIkFKaBTANwBf5z58E0AzgZD7sxiQAZ60vtvcREykAEEIk47doiScTDHKyyVzc8JTJTkJBTrQdQh6ccCkZzOL3c5T6Lj6q2/B6DFtBjzlK8cI91+Dp947hcO8QgAt9tH84JalnJdtYfi9mJ52PmlhvRrSlUc5lNdcJSPgIgSrlaHe8PL/C8zzW3PgVDCYyAIBwgMOaG78Cnjc+RrLa+IBabGQ1uGHyyTAXtbZbrY+qNWaolD093jeCe1/8SHGcYHaTwWC4lWrni1piDpfbSiF8hxHjv1G+hFp77uS5oR2LzX8AcD0hpBbjYTQWATgE4DcAlgP4FYC7AbyZ//xb+b/fz7//v6hB27H9tPNICSmRRoIcnvin32NTeyvW7zlSetQrn9RFayBxqfq0I+ummwhyBL+4uw0BLgCOADwFcnwOQZ9oUTCY5e+/cM81ohqMhgOGDRqM6ggHA1jc0lSxU85JsbH0IqbXLctbsfmdHvSPpPDcXfMwMpbFXc9/aIgDoMVOuuSJuG8pb8vGughOnRtDLBJANBQ0JFyHmnat1kmNhgPYsrwVD+0+UtIHomHj+jfTZ3VoqT9CCJLpHDa8ebSkPc1IlyLEB6wIJVAWH9CIxT0lnDxZY9iD1CYcLT6qlI6kFkWi4UBFnxB8CsCZcyOhnnieR44ClFJmpxkMhmYEu9hYF8HqG2YiHg1hNJ2r8Celxvz6aAiv3H8d+oZTGEiksaerFw/eNFsx5rCR478dvoST19AsX2ymlP6WELIbwO8AZAEcBvAsgLcB/IoQ8pP8a7/If+UXAHYQQv4D4zuav2NEOdQKwS/Op5RINy6dg3e7+9A/nMaGJS1oiIVxSTyKiybWFLKIq5koCMjVp9TTLJ7n2aIhxusunaX4/i8vLFo9892rPZdoTclglr//9HvHKhY6Xr7vWpw+n9Ldb9nChrHUR0NYt+iKipib9dGQ3UWrGjG9PrT7CF5ddT3CwQACHPDtnx0wzAFQ+9Rfy9jll3HOaRS35dzmOH70zdkVD3Xl2kDJVqpt12qd1Hg0jKkTa7Bx6ZxCjN+pE2sQjxqTUE7sd3SubMOUWBgcxzH7rIDW/p3J8XjhwAlsWNJSeDj4woETeOxbXze8bBxHMHvqBLyxZqHsQrIRi3tKOHmyxtCPXn9OSldTJ0Y0+ahSOpKaP8WjYcSj4UKfAIC1rxwunJYSrumUk2FCPT316x7cvWCGpjGMwWAwimmIhfNz+LGSeb1gG+XG/IsnRfD54Bg6iuaanSvbMKuxTtEGGTn+2+FLOPkEsS3n7ymlj1FKv0opnUMpXUkpTVFK/5NSei2l9CuU0tsopan8Z8fyf38l//5/GlEGKSGcSaRUfW4gkTaiGI5BSqS1+SdJh3uH0LGjC8u3vw9KaaHTFk8UDqy/EW+sWahrcjyQSItm3Vzc0oQzibShWe7dSirL4/u//F1J3X3/l79DKmv80VY7UTKY5e8f7h3C5nd68Oqq6wsarKsJau63wvGZ0+eS+P2p80xzBnI2mS4sNAPj7bF6ZxfOJt1vR6X0CgCNEyJIpo11ANRmJ9YydvllnHMaxW25+oaZhUk6oK4NlGyl2nat1knlOILpDTHMuXQSptVHMefSSYYmkxP7HR07uvAvJ88x+6wCrf2b44C7F8zAxr3duOPZD7BxbzfuXjDDtAUj4ZjopfW1aJwQqbiPUvmNsl9Onqwx9CEsSujx56R0pTSmq9WR3PypuE+Eghz6R0rnpkonSK1EqKf2tmbNYxiDwWAUw3EEdTXBwkIzoH7MPzOSKSw0C6937OjCYDIje0+ep0hmsoaN/3b4EmrnhnbgvWCvKpESwmgqV+KE+MX5lBLpaDpX8Vq5cJUmCsXI1afwlF8ox7T6KB69pQUdO7qY8wIgy4vHJs55bJKtZDDF3u8fSSEcDBQ0mMnymvpt8YTkX06eY5ozmLGMeL8fy7j/QYkevVbjANRHQ9i+oq3ETortEtcydvllnHMaxW0Zj4Y0t4GSttS2qxEa1eIHaEXqdwh1xuyzPFr7N6WkYtFo/Z4jsDifeAGtD6DL31eLkydrDH1U8yBCSlc5CsPGfCW7yfMUI2NZbFneWjLmy50gtRqhnvSMYQwGg1GO0hxeyjZzBJptkDD/P96XMGz8t8OXEFtDc8o44dvFZikhnDo/hlPnx/D54Cj6h1OFpGzln/Oa8ykl0ssbag0VrlwHFHvKH+AIc17yhALiWgwFvNWNlQym0vs8T0EIwe7V89G5sg1zm+OFz0n12+IJCXOYjUdIeFOMEQnEnEA1ehV20wvjjZrdVoPJDJ5+79+xYUkLXl11PTYsacHT7/17xZN7KVsrxDIvvidbZLEHoS23LG/FJfGoJpsFKGtPrl2LtUdB8fJ91zrSSQWkf8dQXvPMPksjjIda+jelFI11EXSubMOrq65H58o2NNZFYFC6FM0o2Sep36c1xrSTJ2sMfVTzIEJKdzUhriofVQsDiTTuev5DbH6npzDmP3X7VYhHQ/jyXFK132AmQj0NJTOG+xF6fCQGg+Fuim3v3OY4Ole2Yffq+SCEyM5Ziv9f/LqcDRLm/0+/dwyb2o15qGeHL6E10oCVELucRzOZN28ePXTokOxnslkevz89jO8XxXV55rtXIxQkuP+lC6+9fN+1SGV5X8SylEqEYWQSRa2x9fqHU1i27UCJszitPioZ98bEWLuWNLacdrNZHp+cHi6Je7tleSumTqwx9MiyE9CTDAgAhpJpfDlUGq9pU3srXjp4Ag/eNFtSZ58PjmLhpt8AADpXtmHj3u4Kzb2+ZgEIiBvjONuu3bOJFHpODVckEJt90QRMjrk/FqYevfI8RU/fcGEXvdqxpVirxRxYfyMura8tuWe5rZUaz2Y11uFY/4gTxznbtWsmnw+OYu0rhytiNauxWQJy2pMab0Xbe+U8TJ00HvbFKVm4i69X/js2tbdi674eHO4dkvUJbMR27eqNpXo2kcLxvhE8uOvjwuefuv1KzGyqs8VeK/mNp88l8enAKH742oXyPnnblZjeUIupk6LKNyi7F8vXYL92q0Vox2Qmi+N9CTz93rFCzGO19kI0VvyKNlwcr8HESAiDyYypCSuByvFeT2x/szErZrPOWOyO0u70R962oDTe49MnbrG7CHbgKO3aiZJNEfNhtyxvRV0kiBylWPvKYdU24/S5JP7l5DnEoyHwlCLH08LmvosnRavyv33kS8j+MN8uNvcPp/C3bxxBe1tzIQHKnq5e/OW1l+PeFz8qfG5afRRvrV2IHA+/CEYzWh2C8g5YH5V22hyU5MoRg8DAyBiOnDyP2nAAQ8kMtu8/jv6RlBMn2pYitP2pc2PY8ObRioXiXR3zC0ktxSh+qCHlzEeCHO56/kPHOPgasF272SyPT88m0Hs2WUgg1jw5iumTYwgGvbUzXw08T3FycBR3/vy3qh+kCd87dX4MXwwlMZBIY/v+47KLbeW2loLi1m0HRe/ZEAs70TGyXbtm0j+cwtHPz+myWUoIbc/zPHJ0fLeq0K5nEilRHby+ZgGaJtRU9ZvMGoeLtZzjKX7ydjfe7e5zsi22Xbvl49rqG2ZWJHkWo+/8GG59RkQf31+AponV6UMMNZMyuc+cTaTQe3YUZxOZwvgyORZC8+RaTzzMtAHbtVsNYjZoy/JWbH6nB/0jKc3Jos8kUhhN5XDizPiitdZraCl3ucYH8jlrhL4otRnC7jmA3Hijt460bjbK4yjtssVma/DI4rSjtGs3wnzn9s73RW1AgAM+7j1XsR7yxK1/jEyOYsaUGGojAUyJSYd143mK3586X7LpR9js8fiyVlmbWo2v68GFaNnCB60qhdNIZ3N4t7sP73b3lbz+vf/yRyV/nxxMIpnOlewYY5SiNeumEKMMUO6sajKV6y2H2+B5iuGxXMnDEAG/HyEW2v7J264UPTJZnNRSjPpoCK/cfx36hlMYSKTxzz2n8cr91yHAEYSDAQQ44Ns/O+BZbZnNYDKDze98gva2ZtQigHSOx+Z3PlEczL3KQCKNvuGUrrjixbbyyduuxC/+z3/iwZtmix7PKra1wPguKal7ln+WYT4NsTBmTInpsll6djTPnjq+S8PMGOpmjcPlfsPjy1rx2Lc846ibQnEIASHJMzB+CkKuvsYkQg+MmZCMWO2ETc4+ZXmKv8rvZBIQHp6U38tjEzyGCGI26KHdR/Dqqus1tzvHERAQrPhF6YNho/0/qV3UF8UjePm+awsbHRpiYUeGeTPDf2C5JBgM/8JxBJSK56oSbIDYeshlk2sRDQdVnc4fSKQrcjSt33MEr9x/nWLIC72+rskbIx2JbxebhVjM5c6pmoR4jFKqcQjUdFa1TozXHZOBRBonziREdet3jQptL8SM01I/PE8rjuN0rmzDJZOihV23cot0DGWkHu499i1/1l86m8NAIq1Jq2cSqQpb+cPXPsZrHfMxVeUOWCHOGbMfzoDjCGoj2ttEyVmVGleFxRYhhnr5PY2IoW7FOMwejKhDqr+Hghz6h1OSEzAz9VGOEQ8npJIJZYoWx/04wfMrUjYIgC67YYVNE+sHHTu7sPW2KzEpGsJbaxcimc4V4pP7YQxn/gqD4W+UbIDYe9FwEI0TIqrGfCnbHshvdpRD77gg5fMYcbLQqfjv/HKeIEcqsvs+dfuVaJ4cZclBNFJNcikjnTivJ7lKZ3OiAew7V7T5XqNC22/ff1xzgH9RJ39HV0nCNa9ry2xY/ZUSDgawp6u3si+vlO7LKYndqFlefgdsMSwBlvOYEotobhMpZ3UgkQYgPa6eHExi2bYD4Agq/J8ty1sRDVffH1lfdw5S/X1kLItl2w5g4abfYNm2A+g5PVySeCsaDpimj3KM8AHVaE6pzzC8g9E2yAqbJtUPGidE8NSve5DjgUvra3HRxBrfjOHMX2Ew/I2cDVCyD2rG/Gpsu97vStn60VTOswlQfbuzOZnOFbL7CjGb/8c/foLtK65WFbKBcQGhw5c/PVLjEEg9pdeaRbzacrgBQgj6R1LYuu+CbkfTOTROkI5H5BeK237rvh5sXDpHVbwmQN1k1+vaMhtWf6U0xMJ48KbZeOrX4325IRZG04QILpFJRsFJ2EotXV9LWCKGNehpEyWbJbUbZCiZwcnBJB5769/w8M1fxcalcwoxbqdOrEE8Wn1/ZH3dOYhpS01IqHg0jKkTa0zRRzlG7F5Uozmvn3xjXMBoG2SFTZPqB38YGEV7W3NBp34aw/30WxkMRiVKNkDuPbPn9nq/K2XrT5xJIBYJevLUnq7FZkLIdQB+Tyk9TwiJAngEwNUAugH8D0rpOQPLaArhYAD9I6lCDDsgP3HnOE82dDUoxbmrxiEIEGBTe2tJMrZN7a26jmt63TEprquOHV2FuvJikk8BtTEWq2l7NZNdr2vLbPxUf2o0K9TH48taVdcHx4nbSq11yEIQOA+lNinXVDQsb7PEnOBN7a3Yuq8HAPBudx82Lp2DOZdOMrw/+qmvuwEtcduLvzO9IYYJNSHT27AhFsbL912LzwZGCwvblzfUalrIU6M5diTfPxhtg6ywaQ2xMDpXtOGn7w8SNPEAACAASURBVP072tua0RALY3IsjO37j+P2a5or/FG/jOF++q0MBqMSORsg957Zc3u13y333+ujIXSuaEPHzq4K//xnd85VUyWuQ+/O5ucBXJn/908BjALYBGARgBcA3Fp90cylfDK2uKUJj97SgnQ2h/7hFJsc5dGSvEXInCzEIy1PWCS2AMNxHF46eKJkh7mQBVQPXnZMjK4rp6M1xiLPU2Ry/HhYgRyPwWQKY2lecfBQ+3TSy9piGIMWzRbrleR48ArhMAIS/f8ny/7Y7J/FsBEpTRUnjSq3WcVOcJbnkUjlMDyWweobZhYydpvxYL18nL940vgRQ5aUzTk4cdE1leWx4c2jJVoup9rkfmzHvb9QmpPouZ6Z/h/HEVxaX4O1fzoLa375OzTWRbBu0Sx03DATNUEO9dGQ5HdZ4ksGg+E1tNg1sc86YW4v5b9fWn/h5NhQMoOt+3rQP5Ly7MNvomdXJCHk95TSr+X//TtK6dVF7/0LpfQqA8uomXnz5tFDhw4pfk4QJ8/zOFOUkZIlDrlA/3AKy7YdqJiYlCdvkVtkAaDrPYfVvSWFkdOu3xLcqNUeAGSzPD45PYzVRU8KtyxvxeZ3xg24Uj153Fln2rUItZoV0+v2FW346tQJhaSU5filDsuwXbt2I6Wp19csAAFR3FFRrpkty1sxdWINpjfEDNWN2L1evu9apLK83zQr4EjtqrEjVtoaNTZTqTxqy+vxcd5IHKldLbhxvOwbHsOt2w6isS6CH31zdskpJrmH1m77nSbjKO1Of+RtC0rD+PSJW+wughE4Srt2onXjjtwak1ljvpoyyvnvAyNpL9lt2ULrTRB4lBByb/7fHxNC5gEAIeQKABnprzkL4WkGx3GFhWbAf4lDeJ6ifziFzwdH0T+cKglQrjbOnVwgdrn3indgHVh/I95Ys9DNnc1UvFhXRmgPAPpGUoWFO+FzD+0+gtU3zFTVnwVbcGl9LYuBbQJeSs5khGbF9Lp6Zxf6RlKS9/Vi/2coI6WpTJZXtFli/e6h3UdQVxPUpRs57Yvd67OBUc/0e6+gxo5Yaa/T2Rwa6yLoXNmGV1ddj86VbWisi5TYTKXyqC0vG+f9g9t8Dp6nyGR5PHnbldi8vBUvHTyhquxu+50MBoOhhBa7prTG1DghUjhl9+W5ZIXvamYZ5fx3P83n9IbRuB/ATwkhjwI4A+B9QkgvgN78e67Cz4lDlJ7MqD1yqVSHcu+x8ATq8VJdGaU9AMjkeFGNxfNHD/3Sn52KV2ysUZqV0ms2x8ve30v9n6GOasIeyDm6WlHSvti9asMBT/R7r6FkR6y019FwAA/fPBsP7b6wi3PL8lZEwxf0rVQer4wvDONwkybEbOum9lb0D6dxuHcIgHTZ3fQ7GQwGQw1a7JrSZ806/aGmjHL+u5/mc7oWm/MJAO8hhEwA8Ef565yklJ42snBmUX6ULhTkRMUQkjjO7CWknswIRxjVxrxRmhAXvze3OY51i2Yhy1N8MZREU11E8ui4EmqPRXrl+GQmk0PfSApZniLIETTVRRAKuTPGj1HaA4BQQLwPDyUzhX+XL87YoQmle3pFp+WEgwEsbmlCe1tzId7wnq5e18WnMkqzUnoNBqTtoB5tGPUd4bd7TZduQEpT9dEQ+odTsm0iNS4D0JybQkn70XAAL9xzDWrDAWRyPAL5GKTCa0PJTCFetJn93qs21ErUPuAwoq6zPC0sNAMXdt+/uXZBQd+EECxuacK73X2i5QkHA+j4r9OxfN5lCHAEOZ5i96E/uG58YZRSjb6qeUin975a/DtCCAJkPBcLBa2wrev3HMGGJS2FJPZSZbcyBjuzrQyG/7Cj30vZtVCQq/B7lWyglO/6+poFaJpQU1UZlea11eaK0Fr3TrXRenc2AwAopcMAPjaoLJYgFVfwuZXz8MCO0riGI2NZTInJJ21yO0pPZtRm21TqUMJ7jXWRil0sSrFKpdASp88LMc0ymRw+6RvB94vivD6zog1fbapz5YKzUdoDgKa6CLavaBON2Sxm3O3QhFFxJ91IvCaI/77oigrtxmuqGoIsxyjNiul1+4o2NNWJP+XWow2jvuPzuLu2I6ap+mgIx/pHFNtEbFzesrwVa185rCqWfTFy2ud5itPnUyVJ3v7+zrk4da70NSFetFlJ2bxsQ60kXhPEMyvaZO21UXWdyVae8misi+DUUKokW/v2FW0AgHe7+yrG9HhNEEuumoZ7X/zI1eML4wLV6kvvJF/vffX4d5vax8Nl/M1ftIjaVqGscmW3KvEls60Mhv+wq99L2bWRsWxFYuxZjXWyNlDKdx1N5cBXscZXHw1h3aIrKuZxxclctaxjlKO17p1so3UlCHQ6csHPJYN1f38B/u2L8xU7cMSSkXkJLUnYlJB7oiK8l8rm8J1nP6i4366O+bgkHjWl7Ab9RtsD938+OIo7ROru1VXX49L6WiuKZyhGag8YT7rWN5JCNscjFOAQDhGMpXlR4270vdWgdE8Ty2S7dr8YSuL2zvcN6fd2YmQbFes1GOBkT3joua9R33nhnmsKC4bV/mYd2K5dJ6KlbYWxN5nJ4XjfCJ5+71jhaLaWdpS7JwDVuql2N4neMtrgx7lWu18MJfHjt45W7Nj58bfnFOy1UXWtxebs6pgPSmnFmO6V8cVB2K5dI/SlZ5eX3vvq9e82LGlBOMBp0rsRv1MrDrOtctiu3WJYgkBrYAkC1aPFZ7Cz35fbtQAHfPtn4mVpiIUlbaDUb9i4dA7mXDpJ9+8wu260Xt9mGy2rXd899pd6wjGWyeHeFz8S/byXMfKpuFz8GeG9zwYSovWvFKtUDLUxfbwS0yzLU/G6MyDQvR0YvSMjGOQqJ5Yx8c/aoQk/x53UG6PYaRipWVG9SqBHG0Z9h8XddR5a2lYYez8fHK3wcbS0o5z2vzyXVK0bPfGi1eJlG2olmRyPd7v7SsJWAMCjt1xoO6PqWkxXM6bERK9NKRV9sO6V8YVxASP0pScmpt776vXv4tEQnvinT9C5oq1kJ/9zd83DRRNrVC0aWxH7k9lWBsN/2Nnvy+3a54OjkmWRs4ENsXCFfd3U3oqt+3rwszvn6i6f2XWj9fpOttGWLzYTQmYDeLXopT8C8P8AiAN4AEB//vW/oZT+Y/47fw3gewByANZRSvfpvb9kHJgAZ3lsQSdQzRZ/PeiJVSqF2lhlVsY0M5MgR8TrzqVH2KzWXjF2aELpnsUxT71mg4zs93Zil2b16NWo74ymc56wn17CSD0QMn7EW0nDctp3im68MtbbjRp7bVRdi+mKgmq6tlfGF8YF7OrLeu+r9D2p94eSGfSPpHBxvMYWX1iO8hjTcnHTGQyGN3Bqv9drmzmO4OJ4DTYunVOYX2/d11P1/NrsMUrr9Z3s/1ruiVFKeyilV1FKrwLQBmAUwBv5t58S3itaaG4B8B0AXwdwM4BthBDdNSfsophWP76jTHiCnMzksOHNo7jj2Q+wcW83Hr55Nl6+71rTYgs6CeGJ0KX1tWicEDHVwRFilRbXv1ysUjF4nqJ/OAWe59G5sq2iLcvbTKrN3da2TXURPFNWd89orDunYaX2ilGjCUFnnw+O5vVW3Q5yuXsWxzz1og1qjIVF+32jC3+bHZrVY8OM+s7lDbWesJ9ewqi23dTeih+/dRQ9p4dV2Tcp7Ytde3IshCdvu9Iy3fA8BQXFzu9dhxfuuQZzm+NMqzpR46cZ6VeV62pKLKLp2l4aXxjjWOG3i/l4eu+r9D0p+7unqxfP3TUP8WjYFl9YCiH+57JtB7Bw029we+f7WLfoCixuaSqUn9lWBsNbOLnfVzNvj0fDuGhSDX742sfo2NFVyFlSze8we4zSen0nr3XZGrOZELIYwGOU0oWEkB8DGKGUbi37zF8DAKX07/J/7wPwY0rp+1LXVYpHozYOTHlsQadmeXQaSvWkJVap2LWLA6AvbmnCo7e0IJDfXSXVJga0nSNiKWUyufG64ymCHEFTXcSVyQHNQks7K8UYV5t80ohMsZKx5I2Jb2q7ds8mUugfHkOAC4AjAE+BHJ9D44QaTI6592GJleixYeU7FAIE4DhOc78AYNfYZ7t2nYBRbcLzFKfOj+GLoSQGEmls338ch3uHDInrVlzGUJBDkCPIZHnkKEApLbyWTBuvITF73bmiDRfHaxCP2uanuVq7avw0M33i8mvXR0MYTGZE73U2kULv2VGcTWRQGw5gNJ3D5FgIzZNrS8YX5sOrxhHaNVtfUj4eoG+8U/Iph5JpJNM58BQIcPrHYys0K+WTqo0jbSOO0K4Ai9lsDSxms3r0xMq3q99r8QPUJGk12pZWs56lBqPWGCzA0TGbvwPgH4r+XksIuQvAIQA/pJQOArgUwAdFnzmZf60EQsgqAKsA4LLLLpO9qdo4MMWxBXme4tOBBD4bGC04s5c31GJ6Q8yJg61tqFmk0xKrtJyBRLpwbWA8M3n3l8OKE2UrYprpRYt2Q6GAK5MBWoHWTKxymijX2cnBJB54+VCJzrJZHl+cS6JvOIWBRBp7unrx4E2zZTO/St1TKtaSmfFNjUCtdjNZHmcTGTy0+0LMrC3LWxGP2v/E1S3osWEcR9AQC2sau6Tu41T7qRctdtdO5OyMHj1QSrF8e+mzeiPiusnp0+ws2WL2umNnF95Ys9CT/pkV2lXjp5npVxVfW0k/yXQOf/XK4YoJ8qurri/kbXBipnY/Ln5XM1czEiUfT899pcqrx1cE7NWslE8qFTfdD7jFZ2AwylGrXSf1e632T8mmGz2e8DzFsf4RPPDyITTWRbBu0Sykp/CojQQwJWbM6RStZXbqWpdtAc0IIWEA3wbwWv6lZwDMBHAVgC8BPCl8VOTrFduxKaXPUkrnUUrnNTY2qiqDsN0+R2nh2KVAeZyToWQap8+PFY65b3jzKE6fH8NQMq3qXn5BqrMPJIypJycHQNeLHu0ahdGhIuzESO0p6YznKXr6hnHnz3+L5dvfx8a93bh7wQw89eseXfcTYi0V45RYS3Ko1W6Gp3ho95GStnlo9xFkXKw3t2DF2OVGO2KV3a2mboy2M4A9tob5BcZipHbd0HeV9JOj4smTc1T9Naym/Ljysm0HVIezcTN2+rvFWGUzqrHhdmrWqnHCDfZHwCnaZTC0ola7TpqLarV/em26XhsklK+xLoIffXM2Nrx5FDds3Y9btx30xViuBTt3Nv85gN9RSk8DgPB/ACCEPAdgb/7PkwCai743DcAX1d5c7InJluWt2PxOj2gsl2Q6hxcOnMCGJS2IR0MYSmbwwoETeOxbXy/snGCY78A5OQC623DiTp9qMFJ7SjobSKTx0//57yX24KWDJ9De1qzrfkKspfK2cEKsJSPgJRYDeBvDOPmFTJbHWIbHk7ddWUg8+dDuIyW7/qrBa3bESKqtG6PtDGCPrWF+gTNxS99V0k9NSLz9a0Kc6mtYjZrTU0bhxx3USlhlM4aSafSdT5WMv+v3HMGGJS2K2rNTs1aME26xPwyGX3DSXFSr/dNj06uxQUL5Nixpwfo9R9BYFyn46qfOjWHqxAgLE5nHzsXmv0RRCA1CyMWU0i/zfy4DcDT/77cAvEII+X8BXAJgFoAPq725mKMnTMDFnDGOA+5eMAPr9xwpCHJTeysbEMsw24FzkiF0O1ZOdqzASO0p6YzneVF7EK8N6bofxxHMnjrBcdnIjUJ6MYAtBpkJz1P0j6Sx4c2jJTrduq+nZNdfNXjNjhhJtXVjtJ0B7LE1zC9wJm7pu0r6ERIKlrf/lKKJntMeSFi6s5Yt6FVg1WLql0NjouNvQyysqD07NWvFOOEW+8Ng+AUnzUW12j89Nr0aGySULx4NFXY3F/vqnSva7MwZ4ihsWWwmhNQCuAlAR9HLmwkhV2E8RManwnuU0n8jhOwC0A0gC+CvKKVVe2NSjh4gHpuSUlIQkfDZ9XuOYFfH/GqL4im0dnatOy6cZAjdjtN2+lSLnoFGSn9KOstRiNqDX626XvdkxamxloxgSiyC51bOwwM7itpmZeliAMN4BhJprN7ZVaHTjUvnlOz6qwav2REjqbZuzLAzgPW2xuyFHeYX6ENOn07aDaukHzXt77QHElYtJLIFPXGsWkztkBh/myZEijYviPc1uzVr9jjBfAcGw3k4ZS6qx/5NnRjBq6uuR44CNSFOMXZyNTZIKN+pc2NYt2hWha8u5A1xQl3ajS2LzZTSUQANZa+tlPn84wAeN7IMWh09KnEMnLJj4CVoceD07rhwiiF0O07b6VMtWicPSvqT05mUPSD5cjAqiYQ4bFw6p5CkLmLQYidDGilHasaUmGEL/V6zI0ZSbd14yc5EgmX938CM3QDzC/Qgpc9QkHPUblg1Y7tS+zvtgYRVC4lsQU8auxZTp0+J4ZJJUXAcUfRDnaRZo2G+A4PBkMKI9SSleU41Nkgo39SJEZxLZtg4K4NvZ/uCoycEQldy9JwUNN3pCA7cpfW1hQygYjgtYYvf0NoH3IBa7QHV6Y/ZA20MJNK46/kPce+LH+GOZz/AvS9+hLue/5D1dZOR0mltJGDYhNWLdsQoqq0br9gZ1v+diZQ+gxxxnG+mZWw38xpGUTyRPrD+RryxZqEpi/lesSFuRKruY5EAgvmHbUp+qJM0azTMd2AwGHKYvZ5UrQ3iOILJsQhikSAbZ2WwM2azrWh9Ymz3cSYvYueOCycdEdWCkeX2+q4JJYw4PsPsgTrY7ip7kNKpkeFL/G5H5Ki2boyyM3aPd6z/OxMpfX55LqmqvezWlduxYjc+81XsQ8346xfbKGUrmO/AYDCqRcqOJjPjIcGkbIpRNkgqbwQbZ8fx7WIzoM3REwT51tqFSKZzyFHKkltViV1HqNyaMMWMcvv56LERx2eYPVBHKMhJHtdmmIdVkzk/2xElqqkbqfYDgP7hlCHhgqyAHZd2LmL6VNNeTtCVVvy4OM4W9OxDTd37wTaK2YqX77sWdTVBZLI8wsEALs6HFWEwGM7CDeOmlB093jeCRCor65cYMX9h46w8bKavkdPnU7jj2Q/wjc37ceu2g+g5PQyeZ3Gb9WDXESq3hu9wa7mdihH6Y/ZAHeEAwbbvXl1S19u+ezXCATYQm42Xj+H6gfL2A4Ce08NYtu0AFm76DZZtOyBrd5wwbrDj0u5CTXs5QVdaEBa81PYbL8HGAPtQqns/2MZyW9FYF8Hp82O4ddtB3/VFBsNNuGXcFLOjm9pb8fR7xyzzS9g4K42vdzZrhWV1FkfvUy+7ngS59diaW8ttBXo0WK3+mD1QTyKVw9sff44X7rkGAY4gx1PsPvQH3LVgBuK1dpeOwXAPWu2OE8YNJ+36cMMuHbtR015G6sqKNmHjNcNpCLqfWBPEro75CBCA4zjP2aRyW7H6hpl4aPcR1hcZDIfj5HGz3G+Y1ViHV1ddj5ODSQwlM9i6rweHe4cAgK2T2AxbbNaAEyZtTqP4eFRjXQTrFs3CjCkx1EYChbhkcpMIjiNoiIULnxlIpE13tNx6bC0cDGBxSxPa25oRj4YwlMxgT1ev48ttNtUc561Gf8weqIfjgG/Mnop7X/yo0Eab2ls9NaHSi5aFFqculDm1XF5Eq91xyngnZWsBeR/BSNSMFUzL4/A8RSbHI8tTkBxfEfdQj67E6haAJeE42HjtDczqn1b3+2rD0LjJTpXbing0xPoiw1CmP/K25u98+sQtJpTEWzh13JSyn1MnRvDD1z42zN81ws7KXcNNdrwa2GKzCgQxAHDEpM1JCE+9Gusi+NE3Z2P9niMlHT8S5HDX8x/KTuysdrjcmjAlXhPEukVXYPXOrkK5t69oQ7zG391YzZNXKZ1Uoz+nLOK4AUpJwTYA4220fs8R7OqYb3PJ7EVNLEO1WrXLaXFj7FanoaXttNodp4x3UjpR8hGMvP+p82OyYwXT8jjZLI9PTg9X+BpfnToBwXycfa26kpscWrFzyurx2i+TSCsxq3+KXbdzRRsujtcgHjWn3arZMWimnTJDt+W2YjSdY74zg+ECnDrPlbKfr69ZIOqX1EdDqvOcCBhhZ+WuAVjzoN0JsJjNChTHq1n7ymFsWd7q6dhaWhGeeq2+YWbFYtIDLx/CZwOjsjH9qon7pzeWUPER0QPrb8Qbaxa6onOfSaQLkz9gvK5W7+zCGYfGSLQKpSevcjqpRn9+iLVnFJRS0Tai1Flxv6xGSyxDOa3aGVfNbbFbnYbWttNqd5wy3knpRMlHMAKhjr8YSsqOFUzL4/SPpER9jf6RVOEzWnUlVbfJtDU7p6wcr90S59JtmNU/xa7bsbMLH/eeM63dqtkxaFY9mKXbcltxZfMk5jszGC7AqfNcKfuZyfIVfsmsxjoc6x/RbNeMsLNnEinRa5xJpHzlb/p7S6QKisVwcjCJze/0YOPSOZjZVIdoiO1WEJ56SR2Lqg0HKl4rdqbMcLjU7AwwIvuo1aRzvLhxzfE2lcgZKD15ldNJNfpzUhxSp+PUp+N2oyWWoZxW7Yyr5tRjdm5Ba9vpsTtOGO+kdKLkIxiBUMcblrTI2iGm5XHU+hpadCVVtzlqzYlBK8drJ8e5dDNm9U8522RWu1XjE5lVD2bqttxWxKNh5jszGA7HqfNcOftZbmv6h8UXfJXsmhF2diwjfo2xDI8AgW/8TbazGeNPc/uHU/h8cBT9w6mSpx3lYjvcO4R7X/wIAQKWbRIXnnoJx6KKmVYfBQXQubINr666Hp0r27C4panEmRIMRvn37HS4nEqAI6J1xTQo/+RVTifV6A8wLvusnA3yAk59Om435fqTi2Uop1WrbKGYTqvtQ35HT9u5Keu1oBkAojoZTecqXjNaO0Idb99/HJvapU+nMS2PY4avIVW3NSHOkLFBzRhqVb/xm29qFXr6pxpdSF13KJkxrd2q8YnMslNW6tZNYxiD4Wec2Fe12E8pu8bzvOzYYISdDRBxXypI/OVv+n6xWenYkJ/EoAfhqdeVzZPQuaKttOOvnIcpdWFs3NuNO579ABv3dmPdoitQHw0Vvu9Eh8upxCIctn336pK62vbdqxGL+LsbKx3nldOJExZB/XDk1ilH+Z1Guf6kHtopadUKWyil03hNENvLbP/2FW0ldp4hjZfHMTVhyC5vqDXd/gp1fLh3CFv39WDDkhbsXj0fuzrml9ih+miIaRlANMxVtNWW5a2IhvX7GlJ1OzkarnpscNoY6uU+bSda/TW1uhDT5rbvXo33uk+b1m7V+ERm+a1MtwwGww1osZ9idm1xSxPOJNKyY4MRdjYaDuCp26+s8KVGMznUR0O2rz9YBfFizMx58+bRQ4cOKX5OSBjzxVASA4k0tu8/jsO9Q5hWH61IGPPUr3vQ3taMhlgYTRMiuGRStJAohTFOeWKJAAd8+2cHKo45lB9d0JuQwuJkPpasislpt294DI++8a9ob2tGPBrCUDKDPV29eOxbX3fM0RYnYkZiNSOTqPQPp7Bsm3I/qQLbtcuQplhL0XAAp8+nNGtVSuOzGuswmMzosq3l9xnIO2blOt3VMR8/futohV16fFmrEfr1vHbtTkpXzfir9L1y2za3OY51i2aVhCEDYHoiNbV13D+cwt++ccQoLTtOu2rbmucpPh1I4LOBUdSGAxhN53B5Qy2mN8SqGucMrFvLrq0Hu/u0AThOuwJa7JVa30pKP3957eW4aFKNrocfVtg0o+/hRN3q+J2O0u70R962oDQMPXz6xC12F6EcR2nXSsyymTxPcSaRwmgqhxNnEnj6vWPoH0nhlfuvw50//61p61PF3z99PolPTo2gNhzAUDKD7fuPo38khTfWLCzMrZwUokQnsoX2bcxmsUF1U3srtu7rweHeocKxIY4jmNVYhx/82RXo2NHlmAHYiZTHyfl8cFTVkSyOIyUdbiCRVtXhnBpLyCwyWR7vdvfh3e6+kte/91/+CD987WOmSQmUdKI1nqnRDjk7cutvyvU3MRLCro75yOR4hAIcmuoiiloV03h9NIRj/SOadSql78m14iE+Mjlxu/TYt5h+1WDkOKbVMdZry9R+TyoM2YH1N5bo2OwFQbV1nM7mPKtlLW3NcQTTG2KYUBMyTJOj6axpdcvzPO5eMKOQpFrw53nennwWfvNNrcSIOOHlvpVUv390ydcxLa4tfIxVC7ZmxeFvqAvjlQeuQ4AQRMMBxKP26daJi98MBsNYzOrnYtftXNGGi+M1qhMTV2tnOY6Ap8C9L35U8V4yncUA4AvfwLdbc8USIazfcwSrb5hZcWxoMJkpLDQLn/VqxkgjUXskq5ojkE6MJWQWoSAnG1eOaVIaI3VidAZZdnSRIcDzFMf6R3B75/v4ky37cXvn+zjWP6LLFg4mM7p0KqVvIZFXMdPqowgFxO0S0696jLBPesZRvbZM7fecZNvU1LGTyms0WtvaaE1+cmrYtLrNURQWmoEL/nzOxoObfvJNnYra/iz1uWgooLndjPYPrULoq7duO4hvbN6PO579AKfPp2wtk1vrksFgqMesfi523Y6dXcjx1vp6Uvf6/alh20N+WYVvF5ulnngLMVqE4508T5HMZNnOQx2ojXfDHAp1BDlSEUdxU3srtu8/DsB/mrQrqZ7RO5GdEDfaCryeBNEIjLSFenUq9T1KqahOm+oiFa93rmwrJN9g7SyPUf1Cj3ak2jqZzsqWRa223Gbb3FZeLZhxgkZJu8WaVErOWM29KKWSNovhX9T2ZyP7vVtPqkmNH1+eS1oyjov1b7fWJYPBUI+Wfq7FX5a7boBDZZ4xk3w9sfFFWLvxy3qXb8NohIMBLG5pqojRdUk8iosm1pTEwTx1bgzT6qMVsV28sNvFbCJBDhuXzinE/YuIxLlmDoU6kukcNr8zntxoZmMMvWeThbAvgLmatCIGndby2HW8TnhKaZQ98MORW3YcUh1G2kK9OpX73uyp0YpQHYPJDCbXjof+oJQix1P85O1uvNvduYCgIAAAIABJREFUx9q5jHI7qjfUiRh6tCPV1r8/NYyNe7sly6JWW26zbW4rrxaU2syMECzFmixOzvi1iyYgGg4alp/D6DGZ4Q3U9mcj+71btSg1fpwcTJoepk+qfzdNDOOFe66piHXq9LpkMBjqUWsztc4jhes21kWw+oaZiEdDGE3nwJHxfGKNdRFsXDoHM6bEUBsJYErMnBNIxeNLMp3F708Nl6zd+GG9y/KdzYSQ2YSQfyn67zwh5P8ihEwmhPyaEHIs///6/OcJIeRpQsh/EEKOEEKuNqIc9dEQ1i26Ahv3duOOZz/Axr3dWLfoipL4mMKT3qffO1bVjgy/MpBI467nP8S9L36EO579APe++BHuev5DRx+1dTKEEPSPpNCxowsPvXYE4SCH/pHxY25matJpmd4Be3fDm7H7zetHbtnpBXUYaQv16lTue8U6bYiFcax/BMu2HcB1f/e/cHvn+xhKZgoLzQBr52JE7WjfePJhI/qFHu3o3XGhRVtus21uK69a5NrMrBAs5Zo83DuEjXu7EQ0HNdWt0r28vCOdUR1q+7NR/d6tWpQaP6wI0yfWv5/6dQ9OnUthw5tHC3P0h2+ejZfvu9bxdclgMNRj1in4hlgYL993LR6+eXZhrW/Dm0dxcjCJxrpIIYfIil/8FgTEVF9PGF+i4SA27u0uLDQLv9fr612W72ymlPYAuAoACCEBAJ8DeAPAIwDeo5Q+QQh5JP/3egB/DmBW/r/rADyT/39VDCYzWL2zNA7z6p1dJZkohSe9JweThR0Z8WgI0+qjuHiStqQRfkTrUdvyp1XMoSglQIBN7a1Yv+cIDvcO4aWDJ/DyfdciyBFNu4S0ImXgy7O2Womdu+G9vPvNLNjpBXUYaQv16lTt90Tjoe3owoYlLSWJllg7j2N2fenRjt4dF8wGug+5NusfTmke49XYdKPsmdK9mB4ZTsGtWhTrq5vaW7F1Xw8Ac8dxsf7d3tZckSvpod1H8PqaBY6vSwaDoR4tCZy1zCM5jqCuJoi7ni/N5/Dgro+xYUkLOnZ0KV7DaPy63mV3GI1FAI5TSj8jhCwFcEP+9ZcA7Mf4YvNSAC/T8eBrHxBC4oSQiymlX1ZzYzWijYYDokd43lizkA12KvDqUVu74DgO/9xzGi/ccw0CHEGOp3j1w89w/ze+YuqirxMXCu0+qmhWJnCvYnd7uQWjbaFenar5npRd+EpjHV5ddT079lqGXJ6IYqSODyqFOKjm4ULjhAj6h4GNe7tV91FmA92HVJsZGYKlWC9G2TM2fjDchBttY8mDx0wOx/tGTA3TVzymEUKwuKWp5KFrQywsapMyWd6wMjAYDGegxmbq8QMyWV7UjsSjIdXXMBK/rnfZvdj8HQD/kP/3VGEBmVL6JSGkKf/6pQB6i75zMv9aVYvNcqLleYqhZBpfnhsrbLmfVh/FluWtmDqxxvNPINSiNAHW8gTHjc6Z1dRHQ/jWVdNw74sfFepz+4o21BcZTTNwykSvWG+hIIeX77sWdz3/oelPB50Wr9qN+PFprl7d6LWFVutUyi784ewo7n3xI9+PmeXtEQpyovXVNCFSeF2sX2iJU1esHa168GMfZYyjZ4xXqxc19qxaX9LPOQGYf8KoRgNi3wWARCprWpg+sf66fUUbABRyPRSPiwLsAROD4V/0+KhSfjct+rfSNfTYV7nv+HG9i9iVrZkQEgbwBYCvU0pPE0KGKKXxovcHKaX1hJC3AfwdpfT/5F9/D8DDlNKusuutArAKAC677LK2zz77TPb+Us7prMY6HOsfwamihWaBafVRvL5mAZom1BhUC+5FrXPvIUfYtEKr1W7/cArLth2o0KTZ4SycMJGTKsPUiREk0+Zpywm/3QBs1y7gKVugiNW6sUOnYvfcsrwVm98p3Q1V5ZjpCO1qRaxuXr7vWqSyvKjPMZjMSPYLPXZfrx781EctwDXatVMvRviSdvlGdmOi3XeNdv1ONRqQ+y4A08YCqf4qJBmuMnmuo7Q7/ZG3zSoOo0o+feIWu4tQjqO060S0+hxnEyn0nBrGQ7uPlMxTZjbWIZPjFa+hx756ZN1AK/JG2cbF5qUA/opSujj/dw+AG/K7mi8GsJ9SOpsQ0pn/9z+Uf07q2vPmzaOHDh1SLIOYaAcSaSzbdgBP3nYl7nj2g4rvHFh/Iy6tr9X1m72EE517kyfKllgIOe1+PjiKhZt+U/G6FZq0exHCLr05Uec6sF27gP0ashKrdWPngyihTQFg7SuHSxJfAFXbJ0doVytS7fHW2oXI8dDUB/TYfY/YLUsw0S65Srvl9VAfDck+BDEKI7Rqp29kJyb2c1dp189UowG57wrzYTP6v9r+qtM2O0q7bLHZufhpsbkYP9ndzwdHsfaVw1h9w0zEo6FCeL+f3TlXlW+gx7761P+W1a6dYTT+EhdCaADAWwDuBvBE/v9vFr2+lhDyK4wnBjxXbbxmAbGt7ELsuqFkhh3hkcFpcXz98CRJ6jhIKMiZfm+7j33YpTen6dyt+KF/FmO1buzSabFd6B9OFY7dCvh1zJRqj2Q6p3nxS0+IA2a31OE3uyRHeQgWq+rFCK06JdSX1bB+zqhGA1Lf5Xne1P6vJZ+PhxdnGAyGyYSCHPpHUoVkgIC2dRM99pWNy5WYv0olAiGkFsBNAF4vevkJADcRQo7l33si//o/AvhPAP8B4DkAa8wsmzAIbt9/HJvaWzGtPgoAWNzShFfuvw7pbA79wynwvD07wp2CUE/F2OncDyTSotnUBxJpW8pjBkGO4O/vnIsX7rkGr666Hi/ccw3+/s65CPpgUmyX3pymc7fih/5ZjNW6cYJOhXhqbMwcb4/FLU3oXNmGV1ddj86VbVjc0qSrPcrrVU2MOSfowQ34zS6pxcp6MUKravsIz1P0D6fw+eCoJ2wS6+eMajQg9d0chan9X8uY5rU+y2AwrCPIEWxZ3lpia7Ysb5VdNym2OULy0mKU7CsblyuxZWczpXQUQEPZawMAFol8lgL4K4uKVhKAfOu+HmxcOgdXTK3DUDKDO3/+W9/vfhGQCtReHw2hfzhVcezJ7CP0fniSlMnyGMvwJUkrn7ztSl9kZxbTW+eKNgS48YGhXEtG6Y0lzTKGdDaHxroINixpKTnK5KX+WYxW3VSrVyfotDjLMs/zOJNI+3bMrI+GsG7RFVi9s6vqZK56slc7QQ/VUJ4MNsgRU2Lz+8Fv0IOV9aJWq0oJd5T6iBd3sbu9nzsNN4b6qsbXkEq0TSk1tf+rHdO82GcZDIY+9NjnZDqHze/0lMw9N7/Tg5/dOReIid9DKXmp3IOxgUQaPM+jc2UbOnZ0sXE5j51hNGxHSrizp07A3v++EIlUDlmeghBSEA1w4Smvx+OvyCLmLEgldBCSLprpMPjhGGWOAj987eMSHf7wtY+xq2N+4TNudJbVIOjt9TULMJrK4cSZBB79/46ifyRVoSUjHVThvm+tXYhkOoccpagJeUdTVhENB/DwzbMrkjREw96sSy0LhEbotXyhN0cBSsdtgVE2QM62lL/n9zFzMJkpLDQD479/9c4uyd+vZLe1HifWs0CthNaxRe9YJJd4UszeV4OwA729rbkwEdnT1espv0EMpbaxul4iQQ4bl85BbTiA0XQOkbIjrkbYSKnd2m62SWb0c79iV7K8ajHC1xD82+LcRdXOp7T4C2IPhoT3vdZnGQxGJVI2oXgB90wiXbGAq+QDRMMBrFs0C7XhQGGTU/9ICtFwQHRjpJifsHpnF3Z1zMdj36KqH4wJJzsDHHHcmGEHvl1s5nmKTwcS+GxgtODgXt5Qi+kNMfA8xcnBMaze2YXGugi23n4l2/0iQvkEuH84JeoY7OqYb7rD4IcdHrzEbgM+n+TTKbsAzFrw5jgCAoIVv/htST2Ua8mMSeXp8ynb69XNZHlaWGgGxtvkod1H8PqaBTaXzDzULhAapVeOI2iIhU2xAUoT8eKxlAKYVl/j6zFTy85QvdmulWyskfEutZaxmrFIrD88tPsINixpQceOLkN9ByN3oLsFpbbheQpKKf76L76GT8+M4ol/+gT9IynT6mUgkS7srBQoT6ajZCPV6M2ru9hZXFtjkNLYW2sXOt7/M8LXKM4lUO18Sq4/8jzFF+eS6BtOYSCRxp6uXjx40+wS+yN898nb2NybwfA6UvaieKPihiUt2Li3W9Q+SyXd5nmK0+dTJafBhZAaUjZdyk+glMrmWym3re9296H7y2H2YCyPLTGbncBQMo3T58ew4c2juOPZD7DhzaM4fX4MQ8k0+kZShcnH6htm4g8Do76Mv1IeKyub5WVjZ0l10kyOx8nBJOY2xwsxLDcsaQHPGxf+ofjp/oH1N+KNNQsd5QwaAQFEdSj8QifEnxQGjWXbDmDhpt9g2bYD6Dk9rCrOmlxsNuG90XQWG5a0YG5zvPBeufNp9KTSCfXqdjJZXtw2uDgEjBq9qokzKIQYKY7v21gX0aVXs7Qqd93ysfRHr32Ms4mM5jhnXkJLzDatbVaNjdWL1jKeSYg/eD51fkyxTxTbb8FnePK2K3FFUx3mNscNXWyQ2oE+mMwYcn0nIteWgrZufeYgbtz6v7HhzaP40Tdno7EuYlq9qLF/Sp9Ro09CiLj/RLzjIzL0I5fU1W7/T8mfKH7/bCKFvmFxO6vWN652PiXVH4eSafT0DePOn/8Wy7e/j417u3H3ghl46tc9hfos/u5QMuPLuTeD4Sek7EXfyAU/Mh4NVdiuxroIvhwak/SFpTYuBDhO0qaHgpyozQGg2m8VYA/GLuDbxeZkOie60y6ZzhUWRwEgHg3h6feOlSQLFOLFemnXbDnlE9q/feMIPlGY4EpNsEMBDotbmvCjb87Gxr3duOPZD7BxbzfO5Cc3RiE83b+0vhaNEyKeWmgGAI6gQoeb2lsh/EwnGDu9i11yCyjF7/3Jlv3YuLcbP/rm7MKCc7nzaXRwfifUq9vxWsIEtXpVsxgohBgpto0P3zxbV4gRs7Qqd12xsXTNL3+HR/78a74aM4vRkgBJa5vZ8fBL607t0ZT4578YSir2CcFWzG2Ol/gMK5//ED/65mzdiRar/V1eQe43i2lr/Z4jWH3DTNPqpSbMidq/mvCF6YmSjVTTjgEJ/yngLTeRoRPpZHnmxi9WQsmfKH5/7SuH0XNqGLduOyj6WS1+WDXzKbmF+/LwWuv3HEF7W3OhPou/u33/8Yo+67UTqwyG35GyF9mitTixB0/rFs1Cx87KcH2CL6y0AbL89XQ2h5GxrGhCwbWvHFbltxbj5jmu0fh2sVnKgchRIBS48GRjKJlB/0gKW/eNBxh/ddX12Lh0Di6O13huMbOY8klHe1tzxQ6g8gmu1AS7qS6CR29pwfo9pQsSHTu62O5QDfAUeOngiYIONyxpwUsHT0Cwe04wdnon73ILKHITYDHnU8tCjxqcUK9ux+g2sRutepVbDJQKMZLV8SDOLK3KXVdqLD2XzPhqzCxGy84wrW1mxwKp1p3aJ84kRD8v9AG5PiHYinWLZlX4DOv3HMGjt7QYZjf8aNvlfrOUtuLRkGn1ks6I27905oL9U7KRatqR4zhR/4njfDsNYhQh5aPUhOy1EUr+RPH7q2+YWdFPij9rlR+mdeG+IRYu1Gfxdw/3DmHrvh5sXDoH//ywN0+sMhh+R8peBIvW4sQePM2YEpP1haWum8lRyVNOdz3/YSGh4P/8v7+BjUvnYPM7PTjcO6TKb/XKHNdofOtlSTkQNSEOTXURbF/RNh6/b/9xbFneiv6RFDp2dOGHr32MiybVIB71toDKJx1iRxjKJ7hSE+xgkEOAI77bQWQ0QY7g7gUzSnb33L1gBoJ5x8sJxk7v5F1uAUXqva9dNEHU+TQ6pIoT6tXteC3MjR69Stk6I0OMmKVVuetKjaVDoxlfjZnlqN0ZprXN7Fgg1bpTW+w02DPfvRrb9x8vfE6qTwi2YmaT+EQiwBHD7IYfbbvcb5bS1mg6Z1q9pCV2GWVyF+yfko1U044NsTAevKl0d/SDN832dFsz1CPlo0yJRWy1EUr+RPH7SvM0q/wwrQv3TRMihfos/27/SAoXTarBtHjUkydWGQy/I7dRUXj9cO8QXjp4Aq/cf13BdtVG5H1hset2rmjDs/+7cuG6c0UbAmTcXh7uHRrfDDmSxr0vfoTDvUOF6yv5rV6Z4xqNbxMECg5EcYDwzpVtmBwNIxjk8NWpE7CrYz6yOR41oQBe//4CZHK8b7JKCpOO8iMMxY6M2ARXKlFF+fWkvs+QpnhnjpAh/qWDJ/D4stb8+/ZnJtebWERJH2LvRcNBycD7epPmSCXesrtevYCXEhnp0auUrdNjG6V0apZW5a4rNpY+t3Iepk6K4MD6G1l/UUBrm9mRDFdLGcPBQMlpsHg0hNF0DmMZvsRpV9J4kOOwe/V8DCTS2L7/OA73DhnuM/jRtsv9ZjFtbV/RhqYJEUyuNadehJOE5fYvGLiwF0bJRqppRz+2NUMbUj6Knbop1/7c5jjWLZqFHB2P0xwNX3hfzTzNCj9Mqq8BEJ13XzIpWqhP1k8ZDH/BcQSzGusKa27BwPimz2CQk7UFPE9lfWExWxLggIP/OYBjfSMl/unF8RrkeOha9yr+HV6Z4xoNodS8pDJ2MW/ePHro0CHFz2WzfEVW3Ef+/Guoqwkik/XPwrIY5dlBF7c0VWRt15KRuZrs9A7BkkLKadctdSi1EKb0HanfBkDX79ZaDrfUrw5s167XMFKvWnXnRJ1mszz6RlLI5HiEihxFA3CldvXYQCddvxqk9BkJcrjr+Q8VNSv2/U3trXjp4Ak8eNNsN9lj12r3TCKF0VQOJ84k8PR7x9A/kipkhx9MZgzVXTbL45PTwyW+5fYVbfhq/lScUCan2TyP40rtepFi7TfWRfDwzbMLoTLKbavU+1b3E7nxyYKxy1Hanf7I2xaUhqGHT5+4xe4ilOMo7VpFNeO7kfN8oHTu1vFfp+PO66ejv2iN0GU+qJXIVoivF5v7h1NYtu1AyRNjJwzUTqG8E9dHQ1VNNJw8QVaBIwYBl9ehLEY6qHoGr3J7AIw/xXxjzUK3P610hHa9htF6Vft5p+nU5IUg12mXLYyJ6xmAKo1L6XtXx3xcNNFVcb9dp10BsTZY3NKEH/zZFYUEX0bqWnhYVb6rqRgv+z4OxLXa9SLF2r/j2Q8qbOPraxaAgCCdzSEaDiDLU9s2TDlg/HOUdtlis3PRs9ispz013MdR2rUKq+c0auZuPM/jTCJd4u90rmzD7KYJRm2k8Rqy2vV1jZXHwlJKruA3ymNOBoOc7uzEYtdjEwXteLkO5X6b1t99JpHSlKQNsCfxFsO9GKlXLZ93mk61JkT0OlL1cSaRsrlk1iGmZ7Ual9I3pdRT452TEWuD9rbmwsQLMLafB4McLolHcVlDDJfEo6KTOS/7PgyGHMXHs6Vilwt9Y3IsgqYJNbb1E+YPMBgMLVg9p1EzdyMcqfB3OnZ0YTCZMaVMXsfXi83lyVCaJkQcNYlnMBja4XmK0ZT2wcuOxFsMhlacplOnLX7bjVR9jKZy4HnvnSQzGqfp24+ItcFFE2tYP2cwbMQNtpH5AwwGQwtOs2t61xAY0vh6sbk8U+WEmpCo4AlhOygYDLcwkEjjxJmE5sFLTUZ7BsNunKZTQggbN4uQcpxPnEmw3V0qcJq+/YhYGzTUhVk/ZzBsxA22kfkDDAZDC06za3rXEBjSBO0ugJ2UZ6rkOGBTeyvW77kQs3lTeysCbIxkMFxDOpvD0+8dq+jLnSvaZAcvlgWb4QacptMAYeNmMQ2xMDpXtKGjKOHZpvZWbN3Xg5/dOdfu4jkep+nbj4i1Ac/zrJ8zGDbiBtvI/AEGg6EFp9k1vWsIDGl8vdgMlMbC6h9O4aWDJ7BhSQvi0RCGkhm8dPAEfvztOeB5Fi+QwXAD4WAA/SMpbN3XU+jLo+kcLoqrj53LYFiNlgRYTtIpx3Gi4+bjy1rtLpotcBzBxfEabFw6B7XhAIaSGWzd14P+kRTbFaESMX2zBHHWUt4GUv6xVf2ctT+DoX3st7rfMH+AwWBoheMIGmLhgq0aSKRtG+Ol1hAujrsqQbWj8PVic/kgXB8N4cGbZpdk0d3U3oofv3UUD94021fZ5BkMtyIcyXng5UPo2NGFafVRbFneinOjWdRHxR8asYksw07UZnB3ok4bYuGKcdNpR3utJh4N46JJNaxODEJt/zDyfk7rZ1ajxj+2StNWtz+DYRdG2h47+g3zBxgMhlacNAcSW0N47q55iEeZDdOLbxebpYQ9q7EOuzrm44uhJAYSaWzd14PDvUPo/nIYb6xZ6JjdZE6GTdQYdiFoL14bxIv3XovhsQz6hlPY/M74zkKxPswmsgw7KLaThBA89eueigzuxXp1qk6ddgTOCXi1Tuwa2wcS6YLuAfH+YRRO7WdWIucf26FpK9ufwbALsX7XubINU2JhcBynub/Z0W+8OvYxGAzzUGOrrPLNtNgwtt6lDt8uNssJm1KK5dvfx9zmOFbfMLNwFIjneSYsBbJZHl+cS6JvOIWBRBp7unrZrnCX4jatiw1Em9pbsX3/cRzuHQKAQiZZrQt9xfdwU50wnImUVvuH0wWtlmc+duqCC89TDCZTSGV55HgKLsezsFMwNtSJmXZH7bXtHNvTWesygzu1n1nJmURKtA5eX7MAU2KRkqOu9dEQBpOZkh3QxX8boVUr25/BsAsx29OxowtblrdiLMNjxpQYaiMBTImJh4Qrt+U8zxvSb7SOP04K88VgMJyPmjFei2+mZLOU3ldjw6xa/PbCuoMti82EkDiAnwOYA4ACuA/ANwE8AKA//7G/oZT+Y/7zfw3gewByANZRSvdVWwY5YYeDASxuacLdC2aUBAd/8d5rcHbU3zte5MhmefScHq5IjPTUr3vw+LJW5ny4CDfu7hKbIK/fcwQblrQUjsKMO+DaF/oAd9YJw5mIOU3FWgUqMx87ccGF5yk+HUjg9PkxPLT7wli5fUUbvjp1AoJBzrayeQUz7Y6Wo4s9fcPo2KF+bDfSQQ4HA5hWHy3Rv1mZwZ3Yz6xmLCNeB7kyvSxuacK6RVdgdd7nK//bKK1a2f4Mhl2I2Z7GugjqIkE8tPt3yjZaZFf04pYmvNvdV/ic1n7D/F4Gg2E2asZ4tb6Zks3Sa9PKfVoKavrGBK/YX7tmgj8F8A6l9KsArgTw+/zrT1FKr8r/Jyw0twD4DoCvA7gZwDZCSNUepiDsYgRhN8TCePSWlsJCMzAuot6zSVFhDSTS1RZHEp6n6B9O4fPBUfQPp8Dz1LR7VQPPU3xxLllYaAYuLKC0tzX7aqLmBaSeIJqp9WrgeYrRlLijfkVTHXavno9X7r8O9dGQ5ELf6htmFr4n5pC7rU4YzkXKabpoYg0AiMY5lBuz7GIgkcZnA6OFhWZg/Hes3tmFvpGUbeXyEmbaHTXX5nmKU+fHkEznsGFJC+Y2xxXHdsFBXrbtABZu+g2WbTuAntPDuv0XIYaeoH8z44A6sZ9ZTYAQ0Trg+dLJVXtbc2FhGQDumj+95G+jtGpl+zMYdiFme9YtmoXv//J3aKyLoHNlG5687UqcOjeGoWRpn5LaFf3oLS1V9Rvm9zIYDLNRM8ar9c2UbJYem5bN8jg5OIrPBhI4+sV5/O0bR0TXHIzemOAV+2v5zmZCyEQA3wBwDwBQStMA0oRIrtAvBfArSmkKwAlCyH8AuBbA+9WUQxD2U7/uQXtbMxpiYTRNiKA+GgLHEQQ4UiGi2nDA0h0vZj/RMHLn0UAijb7hlGj9NMTCvpqoeQEn7O4qD3URIJCMWzeQSOPEmUTJk9G5zXE8fPNsrHz+w5L+M7k2JKlTQNohd0KdMLwByS/mlD/Fn1IXxoH1N4ra4+KkFcV6tnPBJZ3NIS7Rn7I53qZSuROp8dhMu6N0balTIEIui4sm1oiO7UaHorAyDqgT+5nVhAIctixvxUO7j6CxLoJ1i2bhsoZaZHlaopd4NFQy3l4cj5qiVRYHluEHGmJhdK5sKzlBcllDLRrrIvjRN2eXnLTtXNGGePRCH5Cy5QGOiPYbtfM/5vcyGAyzEcb4t9YuRDKdQ45S1IRKfUu1vpmSzdJq06RO9vUPp0w/cSVV1mQmh88HR13jC9kRRuOPMB4q4wVCyJUAugD8IP/eWkLIXQAOAfghpXQQwKUAPij6/sn8ayUQQlYBWAUAl112mWIhOI5gVmMdfvBnV5QISFjMFdvSP5rOiQorGg6gfzhluBNs1IRNzKkAYOhCthC/T6x+miZEfDVR04pW7VqB3cdWpRY5Xjp4oiROqKDt0XQWoQDBz+6ci7WvHMbJwSTWLZpVsePygZcPYVfHfNHfdkk8KrnQp7VOvBBjSQ1O1K4bCBBgU3tryeRxU3srghzB1ElR0e84ccElHAwgXhsS7RfBgLNDaJihXamxVskWyD1YNtMWK11bLtzLxr3diNeGUB8NVVzXjAUKq+KAOrGflWO23aWUIhoO4Knbr0JNiMP3fzl+hP+Fe64p0ctQMlP4e/UNMyUnXyEDbAGLA+sNmM8gDccRTImFsWFJC5omRDApGkLfcArrFs2qOGnbsbOrZC4oZ8vVJsVumhhGIpVDgBBEwwFMjISQ4ykLYZOHaZfhVtyi3dPnU5LrUmp9MyW/VqtPPZBIF9YJgQt+8BO3/jE6V7ShY2dX4aH8jCkxUFDD8tZIlfV43wjuffEj14TVsGM2GARwNYBnKKVzASQAPALgGQAzAVwF4EsAT+Y/L1Z7FWcxKaXPUkrnUUrnNTY2qirIYDJTISBhe7rYlv7LG2orXnv5vmtx+nzKsOOixRgxYZM6ziqVAEbv1vxwMIA9Xb3Y1N5aUj+dK9pwyaSoozuB3ejRrtnYfWxVapGjva25oNNibf/Jlv145PV/RSrDY8vyVry66no0T64V7T+UUtHfdtECCR7VAAAgAElEQVTEGlxaX4vGCeLJV9TWidFHyJ2ME7XrBjiOw0sHT2DDkha8uup6bFjSgpcOngDHyQ/JwoKLnE6tpCEWRm0ogC3LS+3+luWtCDjc5ButXbF+/+lAQpUtkDsqZ6YtVrq2lA/SEAtjU3srHn+7G4PJTMV13R6Kwmn9rByz7S7Hcdj2m/9AvDZUWGgGgKffO1bS1/d09WL7irbCpgJKqagtyOWTazMYzGeQh+M4bNzbjWXbDuKHuz4GpRTTp4j7ssVzQS3jhNR4c6T3PL6xeT/uePYD9JwaxqdnE/jlB59WzutWtvlyAxHTLsOtuEG7akJGqPHNlGyhVp9ayg+uCQVwcbwGb61diJ/8tznY8OZR3LB1P27ddtCwOb9YWbcsb8XT7x0rlMMNYTXs2Nl8EsBJSulv83/vBvAIpfS08AFCyHMA9hZ9vrno+9MAfGFEQeQWc6WeoAAoeY1SiruePyi6+7ghFq5qd6MRO5r+f/bePkqq6s73/p5Tb11d3VBN040oGA0hJD1MG2yiCM+T0TgaZ0S9BKIZBY1GgRDHud7E4PPk8ui9xBkRc524EgY0k/hKRkVZenXGl/HqzbqgMSAj10Fb40UDCnTTdEN3dXW9nf380Zzqejmn6lTVeatT389avaC7q6v22fu7f/u3f3vv39brvFtvOtfUnUftkSBuvWgO7nulF+sWd2XTkpw6OcxLouoQp3d36fVN9diuupO+UNs/eOqd7K67rTeeq9t/5kwLV/xs5epE3dUYT6Vx+PgYOlpCODgYz9tRfcqkJtcFLoj9qPay3o/qy7KEsbSCe14ct/vRcABD8RTuebEXP/v2V5wunq1o2aO+4QR++NQ7ZU8nlVtYbm8JYutN52Z3nOUen66FcjZNzweZHA7gR9v2Ys+BIdxxWbHPwFQU9Y1qn47HU3ltv+fAEO55sRdPrFwAYFwfbeFAVj+Hjo/hrhfeK7IFP770y/D7indYEkLyybWdew4M4bZte/GbmxaUnQtq2XL1jhKjqZmag77s/2/bthcPXX8OLvnT6fiv/z2/T0912UkPQkj9Y9aJuHJ+baXxDT0/uLM1hEmhAPpGEoinxu802fz6R9hzYMi0iwJzyxpPpZFRBP7TE+9gz4Gh7GvqIa2R7cFmIcRhSZIOSJI0RwjRC+BCAPskSZouhDh08mVLALx78v/PAdgqSdJ/A3AqgNkA3jKjLOWCuXrH9tSfKYrAH4+NanYORVFqTlNhxoRNr/PK0M4ZWu3OI7VD3LWk27VHT0llOHlsVa9vqsd2g36frra/fMq4YW4LB3T7T7XPpvd35XKbHhyM47OhOI7HU64/7kKsx+nFHLNQFAGfLKF/JIFVj+7O/nxGW+OdZim0R/NmRtHRGjLkPOvZu4Bf1vQjomHzgralbKGWD7JhaXc20KznM3hF342K2n6HT4wV6bJ/JFF0NL+jNYQjx8d3vGvZgoFYEtMnN9n6DITUI3pBYyNzwVxbXk1qpqGcUyoHB+MYGk2iKeDD7M6WbJ+e0Ta+UYMQQszEzJRx5eb4lcQAtPzgLSt6MH1SEz7sH9Gd95sVAJZlCe2RIP54LI0Pjoygv+Dy9Xo4NejUltO/BvC4JEl7MZ42428B3CNJ0v8++bMLANwKAEKIfwfwJIB9AF4E8H0hhCktWOvx1NxLyXKZ0RZGRqDmNBW5TseOtRdg+5pFFQeq9I6zHjo+hi0rekw9muv2o6ekftDqmxuWduPp3QeyOlUvWctFzRXb0RqC3y/X3H+Mopf2Y/X5s7LlUl/j9uMuxB68YC8HYkn4ZUnz6HygDp+nFgrt0erzZ+GPA6OG0kno+SJ+WXL0JupCH2Trjefi4Z37s4HmUj6DF/TdyMiyhFMmNRn2kTNi/F6TLct7NMftEpeAE0JyKLSd1fiylaZm2risG5tf/yj796rPuvqx3Vj5ZxN+LE+oEEKswOn0nXpoxeK+fMokDI2ldef9ZgeA1XijZrraOkhr5EQaDQgh/g3A/IIfryjx+rsA3GV2OWrdfZNMZ3D/qx8WXfS0ZXkPhBCGdjQZKWMtu0vbI8FsAvPclZe//ef3sHn52dx5RFxJYd+UJAk+CbhrSXdWp3qXrOXmirVrd3aptB+5q531cNyFEKMk05nsZWLrr5iL5qAPo8kMwkEfFNFYOVoL7VF7JIi7XnhP0z/Q2pGm5YscOh43/aK9SincLXfXkm7ccRl9hkagEh/ZJwFNQR8URcEjN5yDY7EkBmJJPLxzP65beKbrc7gT4mYq9WUrSRMZ8MsYGUtnd8wV+qwBn1Ty8mxCCKkVN5+I07K/pe400fLza0GNN/7wG3Oy9/20R4Lji5J1cC+aI8FmN1FLMCro96F/JIF7X5rIVzmazGB6tAkZBa64wVeWJUyPNmUDAUPxFO59qRf9IwnIsswcesS1lD8GM3HJmppL7uGd+3HXkm4bSzmObk6nSSGsW9yVPVZTD8ddCDFK0O/D8XgKm177A5b2zEQzfEhmFGx67Q+48/K5ThfPVgrt0eRwQNc/0HIMteydmccKzcDJ1ErEGYy2uSzL6B8eRTyZwW/e+gRLe2YiGg5gac9Mx8ZlQhqVStNETo0IPLFyAQ4dH8NALJnnswZ8Mk6Nhos+g5B65ozbX3C6CKSAevIx9WxstDmIKZGAqQHg3Hjj6vNnIRoOYHgsjc93ROriXjT3l9DFqFv+1Rx1P3jqHZwyuQnRcNBVxwGi4SBOmdyEHzz1DlY9uhv9IwlXHE0gpBbUS4zWP78PVz3wJtY/vw+3XjTHEV3r9XchgPXP7zN07JyQeqM9EkTIL+Hmr8/O64e3XPhFdLbUh8NoFoX2aONL72Pz8h5N/6CS93SLH0FIKdRLoadEArh+0ZmuGJcJaVQqHTtkWcK01iY0BXx5Puvm5T0NN5YTQkg59NIRyRJMvVcl97NqmU84iSQ8eNR1/vz5YteuXbZ8lqIIzdt+y/3ObtxUljrFlsqyU7tewE261ioLADeUj9ollqEoAifGkoglMkgrAgGfjM6WkFmr7XWl3UIb0BYOYDCeqqn/u8nGkYqoK+2agaIIDMWTSKUVpBQBRQg0BXyYGmHO7jqj4bTrRaoZO9JpBX0jCaQzCvzmjuV24Srtcvcs+fjuS42+1FXaJeVRFIGjsQTGUgp8EhAO+hANW+Oju3wuULIgDZ9Go1ZKbfl303EAN5WFELNwk671yuKW8hFiBbIsIdocQrTZ6ZI4j5YNqLX/u8nGEVIKWZYwJUKtEuIGqhk7/H6mzCCEECPIsoTO1ibbPqte5wJ1tVxJCCGEEEIIIYQQQgghxJ0w2EwIIYQQQgghhBBCCCGkZhhsJoQQQgghhBBCCCGEEFIzDDYTQgghhBBCCCGEEEIIqRkGmwkhhBBCCCGEEEIIIYTUjCSEcLoMpiNJUj+AT5wuRwVMBXDU6UJYhFee7agQ4hKrP6QC7XqlXs2AdTGBVl1Qu9bghedw+zO4TbtW4/b2ANxfRreUrx6065a6qoR6K3M9lvd9F2jXrfXGchnHiTLVg921AzfqoVIa7RnqUbteaKNqaNTnBqqIM3gy2FxvSJK0Swgx3+lyWIGXn81JWK8TsC4mqIe6qIcyGsELz+GFZ/AS9dAebi+j28vnJuqxruqtzCxvfZejEJbLOG4sU6PghbrnM7gfrz+fHo363EB1z840GoQQQgghhBBCCCGEEEJqhsFmQgghhBBCCCGEEEIIITXDYLM7eMDpAliIl5/NSVivE7AuJqiHuqiHMhrBC8/hhWfwEvXQHm4vo9vL5ybqsa7qrcwsb3W4pRyFsFzGcWOZGgUv1D2fwf14/fn0aNTnBqp4duZsJoQQQgghhBBCCCGEEFIz3NlMCCGEEEIIIYQQQgghpGYYbCaEEEIIIYQQQgghhBBSMww2E0IIIYQQQgghhBBCCKkZBpsJIYQQQgghhBBCCCGE1AyDzYQQQgghhBBCCCGEEEJqhsFmQgghhBBCCCGEEEIIITXDYDMhhBBCCCGEEEIIIYSQmmGwmRBCCCGEEEIIIYQQQkjNMNhMCCGEEEIIIYQQQgghpGYYbCaEEEIIIYQQQgghhBBSMww2E0IIIYQQQgghhBBCCKkZBpsJIYQQQgghhBBCCCGE1AyDzYQQQgghhBBCCCGEEEJqhsFmQgghhBBCCCGEEEIIITXDYDMhhBBCCCGEEEIIIYSQmvFksPmSSy4RAPjFLzO/bIHa5ZcFX7ZA7fLLgi9boHb5ZcGXLVC7/LLgyxaoXX5Z8GUL1C6/LPiyBWqXXxZ8lcSTweajR486XQRCqoLaJfUKtUvqFWqX1CvULqlXqF1Sr1C7pF6hdonduCrYLElSVJKkbZIkvS9J0nuSJJ0nSdIUSZJekSTpw5P/tjldTkIIIYQQQgghhBBCCCH5uCrYDOBnAF4UQnwJwFkA3gNwO4BXhRCzAbx68ntCCCGEEEIIIYQQQgghLsI1wWZJkiYB+BqAfwQAIURSCDEE4AoAD5982cMA/oMzJSSEEEIIIYQQQgghhBCih2uCzQA+D6AfwK8lSdojSdIvJUmKAJgmhDgEACf/7dT6Y0mSVkqStEuSpF39/f32lZqQGqF2Sb1C7ZJ6hdol9Qq1S+oVapfUK9QuqVeoXeIkbgo2+wGcDeAfhBDzAMRQQcoMIcQDQoj5Qoj5HR0dVpWRENOhdkm9Qu2SeoXaJfUKtUvqFWqX1CvULqlXqF3iJH6nC5DDQQAHhRC/O/n9NowHm49IkjRdCHFIkqTpAPocKyGxFUURGIglkUxnEPT70B4JQpYlp4vlKKwTQghAW2AnrGvSaFDzhLgf9lPiZahvosUZt79Q8d98fPelFpSEGME1wWYhxGFJkg5IkjRHCNEL4EIA+05+XQfg7pP/PutgMYlNKIpA75Fh3PTILhwcjGNGWxgPXjsfc6a1NuxAwzohhAC0BXbCuiaNBjVPiPthPyVehvomxBu4KY0GAPw1gMclSdoL4CsA/hbjQeaLJEn6EMBFJ78nHmcglswOMABwcDCOmx7ZhYFY0uGSOQfrhBAC0BbYCeuaNBrUPCHuh/2UeBnqmxBv4JqdzQAghPg3APM1fnWh3WUhzpJMZ7IDjMrBwTiS6YxDJXIe1gkhBKAtsBPWNWk0qHlC3A/7KfEy1Dch3sBtO5sJAQAE/T7MaAvn/WxGWxhBv8+hEjkP64QQAtAW2AnrmjQa1Dwh7of9lHgZ6psQb8BgM3El7ZEgHrx2fnagUXM1tUeCDpfMOVgnhBCAtsBOWNek0aDmCXE/7KfEy1DfhHgDV6XRIERFliXMmdaK7WsW8Rbak7BOCCEAbYGdsK5Jo0HNE+J+2E+Jl6G+CfEGDDYT1yLLEjpaQ04Xw1WwTgghAG2BnbCuSaNBzRPifthPiZehvolZnHH7CxX/zcd3X2pBSRoPptEghBBCCCGEEEIIIYQQUjMMNhNCCCGEEEIIIYQQQgipGQabCSGEEEIIIYQQQgghhNQMg82EEEIIIYQQQgghhBBCaobBZkIIIYQQQgghhBBCCCE1w2AzIYQQQgghhBBCCCGEkJphsJkQQgghhBBCCCGEEEJIzTDYTAghhBBCCCGEEEIIIaRmGGwmhBBCCCGEEEIIIYQQUjMMNhNCCCGEEEIIIYQQQgipGQabCSGEEEIIIYQQQgghhNSM3+kCEJKLoggMxJJIpjMI+n1ojwQhy5Jr39du0mkFfSMJpDIKAj4ZnS0h+P1cMyKkkTBqz7xi97yMnW1EPRCjGNEK9UTIBFb2B/Y14kbM0CW1TYi3YbCZuAZFEeg9MoybHtmFg4NxzGgL48Fr52POtNaaBh6r3tdu0mkF7x8ZxurHdmefY/PyHnxpWisDzoQ0CEbtmVfsnpexs42oB2IUI1qhngiZwMr+wL5G3IgZuqS2CfE+jFAR1zAQS2YHHAA4OBjHTY/swkAs6cr3tZu+kUQ20AyMP8fqx3ajbyThcMkIIXZh1J55xe55GTvbiHogRjGiFeqJkAms7A/sa8SNmKFLapu4mTNuf6HiL1IMg83ENSTTmeyAo3JwMI5kOuPK97WbVEbRfI50RnGoRIQQuzFqz7xi97yMnW1EPRCjGNEK9UTIBFb2B/Y14kbM0CW1TYj3YbCZuIag34cZbeG8n81oCyPo97nyfe0m4JM1n8PvYzcmpFEwas+8Yve8jJ1tRD0QoxjRCvVEyARW9gf2NeJGzNAltU2I92GUiriG9kgQD147PzvwqLmb2iNBV76v3XS2hLB5eU/ec2xe3oPOlpDDJSOE2IVRe+YVu+dl7Gwj6oEYxYhWqCdCJrCyP7CvETdihi6pbUK8jySEcLoMpjN//nyxa9cup4tBqsCqW2lNeF9bbioop910WkHfSALpjAK/T0ZnS4iXA5JyuEK7xDyM2jMP3PLtee3a2UYe0EM9UdfaNaIV6smz1LV2ncLK/sC+Zhhq10bM0CW1nYXaNYibcyN/fPelThfBCUpq129XKYj7cKOBl2UJHa3m79S16n3txu+XcWo0XP6FHsCN+iTEDRi1Z3bZPfbV6lHbSK3DQ8fjltWhV8ZBYj1GtKL1GtoC0qhYaV/Nfm/2U/vwcl2boUv6JYR4GwabGwCtgQ4Aeo8MZ2+BVY+uzJnW6plBkNQviiIM6dPLThwh9YDRvtqoGN0hyjok9Y6Wjres6MGczlaewCLEJeiNN9MmhRBP0pc2k3RaQW/fMFY9uptjOyGkIXGd9ydJ0seSJP1vSZL+TZKkXSd/NkWSpFckSfrw5L9tTpezXlCdiiWbdmDRhtewZNMOvHf4BI6OJLKOBjB+++tNj+zCQCzpcIkJAQZiybL61NJ275FhKIr3UgMR4laOxrTHkqOxhMMlc550WsF7h0+UtVFG7B0hbkdLx6se3Y3Pjsc5LhPiEvTGm3cOHJ+YJx46gWOxBPttlSiKwLFYAp8ej2cDzQDHdkJI4+G6YPNJLhBCfEUIMf/k97cDeFUIMRvAqye/JwbQc/7jqUz2ZyoHB+NIpjNOFJOQPJLp8vpkkIsQ5xnTGUvGUo09liiKwGcGJ5pG7B0hbkdPx33DCY7LhLgEvX7aHPRl/7/qsd1458BxbuCoAnUjzDsHjqN/OMGxnRDS0Lg12FzIFQAePvn/hwH8BwfLUlfoORWKENnbX1VmtIUR9PssK4uiCPQPJ/Dp4Cj6h7liXg2NUodBv6+sPvWDXIotZSTELOq5X8uSpNlXZamxj4gejSXQZ3CiacTeEeJ29HQ8EEvWPC7Xs40kxE7K9RW9fjoUT2W/V4PP3IVbOeomr+agDwOxJMf2KqHNJ8QbuDFnswDwsiRJAsAWIcQDAKYJIQ4BgBDikCRJnYV/JEnSSgArAeD000+3s7yuRnUqcie8M9rCOHx8DFuW92DVY/l5pNR8ztWil5+SOSn1Mapdu+vQyXzI7ZEgHrx2ftGz5urTdzLIVahtX2PLyVZod2un3m1jQJbwi6vn4VgsheagD6PJDKZEAgi4vOxWaldRBEYTmexEs9BGFU40jdg7q2De+/rDrXa3PRLEQ9d/FQeOxbO2oC0SwKbX/oA7LvuTqt+33m0kmcCt2vUCiiJwNJbAaCKD/UdjuP/VD9E/kijqK1rjzcZl3bjnxd7se6nBZ+7CncCodtVNXkPxFJ7efQAblnZj7dN7cXAwjou7OvHjS7uQTGfQP5zgeKsDbb650O4SJ5GEcNdKkSRJpwohPjsZUH4FwF8DeE4IEc15zaAQQjdv8/z588WuXbtsKK37URSB9w6fyLucYMPSbjy8cz/uXtqNjALTJpmlBoeBWBJLNu0omnRvX7OopltobZwo2zK6ldJu/3ACP96+F0t7ZiIaDmQdmbuWdJt+k68bBvpybXsslkDv4WHctm1vnsM855RWTInwZuMcHNcu0ad/OGGJbTSTUn1xaDSBA8fi+N7jb2f74T9cczZmTgkj2lxz+etSu/3DCbz76XH85q1PcN3CM7MTTfXCtC+fMknzkkC7g75W2/kGD2TXpXZrQVEE3j98Aitz/M37rjwLQb+MmVOaKxqXc7UjSRLufO5dvLyvL/t7t9lIj9Fw2s2lHu2Wli3fsLQb977Ui/6RRFFfyX3GgF/GyFga1/7qLUN/63Ic167q03W0hPDDb8zBwzv3Y2nPTMxoC0MIYPVj3rks0Kq+Ug9+sQU4rt164YzbX3C6CLp8fPelThfBCUpq13U7m4UQn538t0+SpO0AzgFwRJKk6Sd3NU8H0FfyTUgWWZYwp7MVW288F33DCQzEknh4537cetEcRMPmOlB6l05sX7PIkpyUbgiI2omiKEWBiw1Lu6Eo5qeNKNWWdg30siyV/KxoOIhpk5qw/oq52V1U0yY1IRq2fjcgIWbh9ny95exsMiOygWZgvOzfe/xtPLNmocMld45kOoP7X/0wO9Fct7gL7ZEgOlpDOG1yWHN8KmfvrMBKO99o4zMZ19PKghzltz75Dn5z04KKxmW9wFn/cBJ7Dgxl39stNpJ4h3q1W1q2fO3Te7FucRdWPbq7qK8UjjdTIwLPrFmY3RWtBprtOmHjJXJ3jt/7Ui9uuXA2zpwaQdAv48otbzg6rzITK/uK2/1iQohxXJWzWZKkiCRJrer/AVwM4F0AzwG47uTLrgPwrDMlrE/8fhkz2prxufYI5p46CXct6bbEcSo1OFiRk1JvouzV/GIZgWygGZhwJjMWHE6oh4FeliWc0R7B3NMmY0ZbGHNPm4wz2iOunhAQUojb8/WWs7OptKJpK1Lpxs2dHvT70D+SwL0v9WZPogyPpdHa5Iff7x63y0o732jjM9HXkyyhonFZL3C2+vxZ2de4yUYS71Cvdkuv70XDAUN9RZYldLY24fQpzZh72mT8/Op52L5mkeuD7G5EliXMmdaK7WsW4edXz8Pc0ybj9CnNEEK4fl5VCVb2Fbf7xYQQ47hn1jPONAD/S5KkdwC8BeAFIcSLAO4GcJEkSR8CuOjk96QC1FXs09qa0dEassR5KDU4qCu96u/NyElZDwFRM9FzVKxIhVMvA70duibESqywjWZSzs7Wi62wE7VN+0cSWPXobvzgqXdwymT3nbqwsu0abXwm5ulJTzuqTXSbjSTeoV7tll7fG01mKuor9KnNQaseveYrWdlX3O4XE0KM46o0GkKI/wPgLI2fDwC40P4SkUoodclR7kqvWbmd9C4/rNeBuxx2Pq+TF1YR0khYYRvNpJzdoa0oxu1tqmJl2zXa+EzM05Oedk6NhrFj7QWu7U+k/qlXu6XV97Ys78H0aJPpKRNJdXjNV7Kyr9SLD0UIKY/rLgg0Ay8kP69X7LxYw+bcao4n7rc7l1w9XpJCNHFcu6R+MWJ3LLQV1K7FWNV29Zr71EQaUrtm6InacZyG1C5Q39qjzw7A5dr1UhvVc19xKa7WrpvgBYGuo74uCCT1jZ2XHDXayqfdz+vEhVWEEHdhxO7QVtQvVrVdo43PZBwz9ETtEKeoZ+1xHHY/Xmqjeu4rhBD7YLCZ1DVeGriN0GjPSwhxHtodUg3UDakWaoc4BbVHiDHYVwgh5WCwmTiOl44VkfqD+iP1ArVK6hnqt35gWxE3Ql0SYg7sS4QQO2CwmTgKcz4RJ6H+SL1ArZJ6hvqtH9hWxI1Ql4SYA/sSIcQuZKcLQBqbgVgyO9gBwMHBOG56ZBcGYkmHS+ZO0mkFnw3F8clADJ8NxZFOK04Xqa6h/ki9QK2SSlAUgf7hBD4dHEXf8BiOxcb/3z+cgKLYfzE09esecrWhpQe726pceQgBvG9DFEWgb3gMfzwWw6eDozgWY18g1mBXX1IUkfU9/ngshr7hMWqakAaDO5uJoyTSmexgp3JwMI5EOuNQidxLOq3g42MxHDgWR3PQh9FkBqNT0jhjSgR+P9eNqiGpo78k9UccQu9oo56tpFaJSq52MorAT17Yh5f39WFGWxgbl3Xjnhd70T+ScGQHE22tOzCyo83Mtip3VJs77IhRvGxDtPrBxmXdmDapCWe0R2zpC0yr4D302tSOvqQoAh8PxHDkxBhu27aX9p2QBoURKuIoEoAZbeG8n81oCyOjCK5+FnBsNIn+4QTWPfsurnrgTax79l30DydwbNQbuzqcIOj3aeov6Pc5VCLSyKgTziWbdmDRhtewZNMO9B4ZhqIIXVtJCFCsnat/+Ttct/BMzJsZxcHBOG7btherz5/l2G5A2lp3YGRHm1ltVcqeVVIeQgBv2xCtfnDbtr34ZGDUlr5gpK+S+qJUm9rRlwZiSXwyMJoNNAO074Q0Igw2E0eRJOAXV5+dHfRmtIWxYWk37nphHwejApIZpWjQvm3bXiQzTKVRLe2RIB68dn6e/h68dj7aI0GHS0YakVKBF0kCNiztLrKV3BxCAG3trH16PMCsfh8NB7L/t3s3IG2tOzCyo82stjISSPbyblViLl62IXr9oDnos6UvcNHHe5RqUzv6UjKdQXPQR/tOSIPDNBrEUsofy5Lg90lYt7gL0XAAQ/EU7n2pF3sODOGOyzgY5ZJRBDpaQnl1tfn1j7jzoAZkWcKcaa3YvmYRjw4SxykVeJEkCQ/v3J/X/x/euR93Xj7XodJOwOO3zqOnHTXAPKMtjKF4Kvt/u3cD1out9bqW1R1tuVop1INZbVWoyXkzo1h9/iyMJtPoHx4PHhopDyGAtTbE6X6v1w9Gkxlb+gIXfbxHKfsLALM7Wiwdj4P+8XSPtO+ENDYMNpOyGHXCCl/XFg7gw/6Rkrn4OltCSGUUrH9+HwejMrSEfLjz8i4ci40HDII+GXde3oVIyLv1ZMcEQJYldLSGTH1P0rjUotlSgZe2cAC3XPhFrH5sd9aebl7eg84WZ7Wr5uX7ZGA0m0v+c+3NtuWZbASMaEpPO0PxVF7OZid3A7rd1jaCltUdbYV+WaEezGirXE3OmxnFHZd3YTCWwuHjY9m6Pb2tGY/ccE5RnXthtyoxHytsiGfpks8AACAASURBVBv6vdov73ulF0t7ZqI9EsSUSBABn2RLX+Cij/cotL8//MYcrH16InfyIzecg5Ym88NAuf7KFzpb8Iur5+H7W/eUHG9I43LG7S84XQRiMQw2k5IYvbxF63VbVvTgZ//6QdERnu1rFmWdRb9fxqmTmrBleQ9W5QRRjA5GTu9GsBUJGE1msO7Zd/MuEIFHH5cXB5F6o1bNlgoEybKEL01rxZOrzkM6o8Dvk9HZEspeDuqULRyKJ3HkxFiRXYo2BzAl4t7AYr1gVFNa2tmyogdTI0E8s2Yh/LKEn189z/vjpA5G+kcjaNno7lAz7EmuJn90yRzENfyXyc1+JNJK3s8fvHa+mY9MSEn0+n1LyI+pLSFbbKUsS5jd0YK/+fMvYtWju23vC0YXoUj9kNumq8+flQ00A0BHSwhHTozh2l+Ze3GfXizg6dXnIZERaArImBqxp08RQtyBJIT3juDPnz9f7Nq1y+lieIK+4TF8c9POotXu3IAxAPQPJ7Bk046i161b3IVVj+7Oe88day/AaW3NeT+rZmJjczDSlpGxlHY/HRzFVQ+8WVTHT6xcUFSfXkBPU9vXLEJ7JNg4iwy147h2GwU9zT6zZiEkSIb0Wge2MA+L7VLDa7eUHexoDeXpJRz0Ia0IpNIK7WIORvuHyVquW+2aaU9UfSbSGXxbo27/aeUCzZ8X+ph20VAbGPSpW+1Wg16/f/S752AspWjq3gqdlLP1VuMR7TeUdsuhtuloMo0/2/h69udbVvRoniiuVWuVatgjmjOLhtSu13Y2f3z3pU4XwQlKapcXBBJdFEVgNGEsj5devq/CVXG9Y1nq0bjT2prR0Wps1bPRLrRIK0KzjjMezdlcKoccb80mbkRPs6OJjGG91pstzAgdu8TuaAql7GDhbfOX/3wHBkaSmD45bFg7jYDR/kEtj2OmPVHtmaJTt4qOX+NErtjC/kTfojHQ7feK0NS9VTpxOm9yNb4HcTdqmzYH/dnLAAEgGg5YorVKNEx7S0hjwGAz0WUglsT+o7G8AQqYCBgrikD/cAKfDo5CkiTN13W2hiy77dZpx8xuArJ2Hfs96hCq+cZymdEWhgBw+PgYOk7mqvX6IgOpH/Q0mz55uSdgjV6dtIVNAe1nbgrQvTADPU0F/b6SQcHc8bl/ONHQEzij/YNaHscKe6JXtwGfrKtvu2m0DQxkHD1tHj4+pql7q3RSytaXgraelNOAmlJD1Zd6cV8uZtjdSjRMe0tIY9BYHjSpiGQ6g/tf/RAblnbnBYy3LO9BWziQtyJ553PvYvPynqLA8qmTx4/P7Fh7AbavWWTqse5qHbN6pSnow31XnpVXx/ddeRaagt583kLnSM2j99db92Dds+/ih9+Yg3kzowC8vchA6gctzW5Y2o17XnzPUr06aQunRkJFz/zgtfMx1SM5bp1GS1Pqoq1eUFBRFO4YysFo/6CWx7HCnujXbbDId9x80se0m0bbwEDG0dLmT791Fn768geaurdKJ6VsvR7cHUqMaCA3V/9vf3QBWkJ+/PRb+fPJLSt6at4MVomGaW8JaQx4QSDRJej3oX8kgXtf6sW6xV2IhgMYTWYwPdqEwXgqb0Xy5X19AIAnV50HIURe7iWrco012oUW0XAQ7S0hrL9ibvbG7PaWEKJhbz5vrnMUT2XwUd8I7nmxF3sODAEA1j69N5sT3MuLDKR+UDX75Krz8NlQHAOxJO59aVyz+w4NW6ZXJ22h0QvHSHWUqt/c2+ZVZrSFkRHQ3DHkVB5cpzHaP6jlcaywJ3p1OxBL4v5XP8j6mEPxFO5/9QPctaTbdq3q9Sf6Ft5G1eYzaxZiNJHB/qMx3P0v76N/JKGpe6t0Uo390dsd2qi2vhExqoFsSiNFIJZI475Xxuf27ZEgOltDOHVyuOaxrhIN094S0hgw2FwBjZbIPnfCoQZIHrx2PqLhIA4djxetSL68rw93XCY0L9Kxou4abWIoyxLOaI+gtSnQEM8LTDhHnw6O4vqHfp/3u4ODcUTDAc2JsB19tdHsATGGLEsQQmDZ5jfyfm6lXkvZQjt0auWiYqNTqv30goJCJwdpvewYMluzlfgK1LJ1vpVW3SbTGby8ry+7YUHljsvytWqHHfPqBgb6KuWRZQlTIyEMyUl8cVoLfvZX89AUkDE1Upy7uBKdVFr3ldof7g5tPAo1VakGVPt+15LusrqsxnYY1bBX7S0hJB8Gmw2idzv37I4WnEikEE9mkBECTQGfpnNSj1Szo0prRdLMm821ythIE8NGe14VPb2ptxznOkBW6k2l3GfkOmiSJMEnAbIsc5LXIDihVy3boPXeW1b0YE5nK/x+c7JoKYrAUDzpyTGwUtJpBX0jCaQyCgI+GZ0toZrquZw2Su0WrdcdQ1bZ70YdO6ulmvqqRv9GfEk7xnTA/g0Mdi2K21F39Y5ePWml0DGqEzvGXzN3hyqKwNFYAmOpDHyShHDQh2iYPmu1WOEbaWlq643nVqwBI/bdav022oYxQhoV5mw2yNFYouiYyn2v9OLjYzH0Hh7GVQ+8ia/d8zq+uWmnp/Jl6d1OXJiX6eKuTmy98Vwk0xn0DY/hWGziooKhOC8BILWhlwds+uRwVpeKItA3PIYDg6NoCsjYuKwb82ZGLdGblj246ZFdOBpLFOVPu3LLG/hDfww/3r7XU7aB6GNEr+m0gs+G4jgwOIqAT8bCz7cDMNc+ah2vXPXobnx2PG6KDhVF4OMBb4+BRkmnFbx/ZBhXbnkDf7bxdVy55Q28f2QY6bRS9XuWsjMqWmN0Nbk/jWD0IqpaLqzipUHuQLVPnwzE8NlQvKyOq9W/Ea3aqQk9n9ds7Mq126j9qVIbVGk9GdFJreOvkWcwy9arevzmpp342j2v46oH3kTv4WF8PBBruLHcDEr5Rum0Yur4+JMX9mHLiuI7k2od7830H/W0bJe9JYQ4B3c2G2QsVXxMZWnPTBw4Fse6Z9/VzJWk7jDy4opd7oqkoig4Gkvi6l/+Lrv6uXFZN+55sRf9IwlsWd6DjpZQto7mzYxi9fmzMJpMo38YnqoXq2nU45DlVsAVRaD38DBuenRXngbvuLwL/+W5fdhzYMjUY4Va9qCjJYRkWsHBoVEcPj6W1fzBwXg2vzRz6TUG5fSqBmZWP7Y7q9dN15wNAHhy90HNI5DV9H2945V9wwmEg/6adTgQS+KTgVH85q1P8nKu3vdKryM5V52kbySRbU9gvJ5XP7YbT646D6dGw2X+WpuxVAYdLaG8ut38+kcYS5W2ZVbsGDKyQ1LdyXXo+BhWPbpb93Wl4LFw59GyT5uX9+BL0/R3tKn6z9Vr/3ACna0hdE5q0v0sI1o1ogkj9tFN/pNduXYbsT9VsyPTinrSe8/hRBqHT4wV3W9T7hm07KhZKbS09Hjbtr1Yf8VctDYFGmosN4OheBKKAAI+GesWd2Hz6x9hz4Eh3PTILmy98dy8+XKt4+PL+/qw/oq5pu8QLuU/NgV96GxtKtJYWziAwXgqrxwAeLqCkAaGO5sN4pOkotu52yNBNAd9DXsbvLoiKctydmIJTDgpq8+fNb4S+thu3HLhbADjgeYffmMO1j+/D3+28XVP1otVNPqt06VWwI/GEtlAMzChwcFYCqvPn2X6EfJCezBvZhQ/umQOvn1yB8O6Z9/FD78xB/NmRrPliYYDnp/kkQlK6VUrMLnm8bdx09c+D0D/GHmlfV89YpvLjLZwdnJQK8l0BlNbgrhu4ZlY//w+XPXAm1j//D5ct/BMKEr1O3rrkVRG0fQF0pnq6yHkk/GjS+bk1e2PLpmDoE8u2/Zm7xgqt/NP1egHR0aK/IHC3dil0NNsPaQA8Qr9Ogsn/SP6bZjKKOhoCWX9u6seeBPrnn0XfQZ27pXTajlNGLGPbvOf7AoCN2J/qmZHphX1pPWeF3d1Ip0RuHLLGyV1WMlOa63+U6ne9fTYHPTRZ60QRRE4NDSG7/z6LSzb/AbWP78vOx9Qg7XVnjTQ06ksy6bvEC7lP44mMkini+Mc7x8Zxo+3783TnN4JLa+friCEjMNgs0ECvvFj+TPawpg3M4pff+ermDapCaPJjKYx1rsN3ovGVc9JiYYD2f+fOTWCGW1hrD5/FtY+vbch6sVsBmLJ7O3BT6xcgHWLu3DfK72sO2jvNFYdZfWYoZmXToSDvqw9AIBbLpyN27bl63rt0+MLLsC4TRiKpzw/ySPG0AtM+mTJ1GPk7ZEgtizPP165YWk3nt59AJJkzmQkHPQX2fS1T+9FRmNOW0t6BbcT8MmavoDfV0POZoEiu3Lbtr2IpzIYiidtrctywTFVo1NbgpqvG0sZC7pblQKEGCepY59SJRZOAj4Zt1w4u8gWrH5sd80+SjlNGLGPRm2oXTbKriBwI/anUjsy9bRoRT21R4JF6Q1u/4sv4/tb386Wr6MlhMPHx3BwKF9vtS5GVOoz6OlxNJmhz1ohA7EkVhUs1qnzATVYm0sl7Wpnf9bSr+o/7j8aQ99IcRB59WO7sbRnZvb7mx7ZpTs/M3MRw8u+JSH1juvSaEiS5AOwC8CnQojFkiSdCeCfAEwB8DaAFUII26NrQgiEgz7cd+VX0BSQ8b3H30ZHSwh3Xt6Fjcu6sxNCr9wGXwl6F1QMxVPZ/zeHfNi+ZhFGk+mGqRezURQF1y08MzuZUwf+RttBqIW607hQg6PJDOac0opTJjWZelwrGg6iozWE9VfMHQ9o56SJUVEXXNR2enjnfs9P8ogx/LK2XkN+uegCQaD6iacsS5g2KYRHbjgHx2JJDMSSeHjnfly38Ez4TOgO7ZEgYjo2XYh8Z9/rF1V1toSweXlPUeqBzpbqjx8rOn7ESCKD0UQmO6G1oy7LXUSlalTPFhvVGy8Nch6fjn0q1QadLSEkploTVCinCSP20WgqDrtslBo0Kvwss/2DRuxPerZqIJbE9MnaKV2sqCdZljCnsxWP33gu+k8GuofHJsZL9aRnrk+v6q3Wi/8q9Rm09LhxWTemTWqiz1ohenWvBm9/9q8f5P2ukna1sz9r6Vf1H+99qRd//+2vlNxopn6v5xOYtYjhdd+SkHrHjTub/wbAeznfbwBwnxBiNoBBAN91olCyLGPTa39AtDmA7z0+viq958AQ7nxuH/yyjH9auQC//dEFeGbNwjxHIRev7WpUVxIVRSnaPbdxWTc2v/5R3o3OHa0hNAf9nq8Xq8gIGN5B2GiMLwSdVaTBmVPCpgeagXEnbEqOAy6E0NT1jLYwnlx1Hr7QEcFdS7rp/DQQpXZaREI+bLrm7Dy9brrmbERCvqqOkZdCQMLd//IeBmJJRMMBLO2ZiYd37ocsm3ObeHPQWNm8flGV3y/jS9Na8eSq8/Db287Hk6vOK5njthSqdgBo1m044CvaOWV1XZbbUaVq9PCJsbxTH6otDgeNj/G8NMhZwkFZpw3ztZxr4wbjKUQs9O9KacKIfTTyGrsvIlSDRjvWXoDtaxZZ5h80Wn8qtSOzlBatqCe/X0Zrkx/DY2lEw4G88bLUSc9qdrDm9kdJI/Vjqb6o6vGZNQvx2x9dgCdWLsCcU1pxRnvE83oxGz1bc2o0jDmdrbj1ojk17Uy2sz8X6ndpz0zc+9L4fUx6p7nUjWbq9+Ggz9Ld2Hp222jqLkKItbhqZ7MkSTMAXArgLgD/SRo/5/t1AFeffMnDAO4E8A92l609EsStF83B8Xgqb3Vuz4EhfGvLG9ix9gKcPqU57/V27FpwisKVxIu7OvH4jeciowj4ZAmSBPz9t7+CcNCHqZGJwdDr9WIlervcCncQNiLRcBCnTG7Co989B7IkQZYk+H0SOiLWOWLqZ970yC50tIQ0TzhMn1x6NxjxJuV2WkxqCqKjNYPf3LQAihAn9QpMatK2g7XYTXXsssrmTo2EDJWtES6q8vvlqi8DVMnVjpZd2bisG+GAbHtdlttRpWr0vld6seaCL2RPfYwmM+hoDWFSKFDmE4hbaAuHMK01ndeG01qb0Bae2KWvZeMeueEcR/w7I/bRyGvstlFq0IiYi7ojc+uN52ZTZzy8cz9uvWiOI3MNPV9RvccjF1VvA7EkpjQH8OSq80peJKiiNScrPGlTri/KsoTOVv3LPIkx9GxNZ0sIg/FURe3qBnL1W/g8hc+5eXkP7n91fOe2+rpoOIhoOGjZbmw9uz2ayECJCFfXLSGNgOSmQJUkSdsA/B2AVgA/BPAdAG8KIb5w8vczAfyLEGKuxt+uBLASAE4//fSeTz75xPTyKYrA4RNjuHLLG0XHQbRukDbj5ms33Z6dS/9wAks27Siqh/VXzMX1D/2+5DEWtz5TGSwroFHtfjYU19Tek6vOqznAUe/oBfdmd7QU3YxsptZytRwO+pBWBFJpxW26dly7jYaefVTHiWqO/dViN622uem0gr6RBFIZBQGfjM6WUNGO3nJ1okPDabewnubNjOKWC2djVkcEPlnK2plvbtpZaV1WRSXaUV8rQSCWzGSP3j69+wBuvWhOo53sqFvtKorAxwMxfDIwmg02f669OW+Xo1Z/vrirE//l8rlIKQp80rhWo2F7xkEjOi33miptlBepW+3m4qa5hp6veNUDbxbpbeuN5+LqX/6uIl9Wrz/eefncuglqmoQrtFuovWiTH4dOjGUXP+ptTNTrS4U/bwsHLJ1zaVEqHjH3tMn1ZLtdoV27OeP2F5wugql8fPelThfBCUpq1zXBZkmSFgP4SyHEGkmSzsd4sPl6AG8UBJv/WQjxp6Xea/78+WLXrl1Vl6WUg2JnbiA35yH6dHAUiza8VvTzJ1YuwFUPvAnAc066LRVeSrtHjsfxh/5YUc7mL3REMG1yYweb9Rztv/nzL2LVo7XlNXXThKVKHNduo6FnH3esvQCntTVbEtRwSqdGx6kqx7O61W617VFOO+p72+EbVPs5DNoBqGPtGmm/Qp2Wyj9bL+Olm31uPSyy+3Wr3XpCS29qTt+X9/VlX2fElzUybuiVoc7920Jcp11FEXjv8Im89lPvcblrSXfNY6IH27AiFEXgvUMn8u6w2LC0G/e+1IufXz2vpP5dhuu0awcMNnuCktp1UxqNRQAulyTpLwE0AZgE4O8BRCVJ8gsh0gBmAPjMykKUczZrTc5fyaCgl4fIDRO2cpcCAhPHwfqHE27f+VkXyLKM3/Yewa+/81X4ZAkZRWDbrj/ii9O+4HTRHEfrGNXSnplZ5w6orv/U4+STOI/Ry9RU5s2MYvX5szCaTKNvWOSlHjKCkzo1Ok410kVVtbSHkYuh7KrLan2QStIRlFvct2MS3eiT9UKMtF+hTvXyz5bTitG6t6ON6s1G0T8xF7vtgJbeFEXJCzQD+r5sbiqGgF/WHDcCJe4MoH7sYSCWLGq/tU/vxbrFXYZT9JTaWVxNG9bbmFeqvLIsYXq0KZv2aSieyuaV5n1QhDiPay4IFEL8P0KIGUKIMwB8G8D/EEJcA+A1AMtOvuw6AM9aWY6heBKHj4/hp986C1tW9KCjJVR0QUi1yfnVQWHJph1YtOE1LNm0A71HhvMujsrFzTkutS6vUC8FVJnRFkZGEViyaQdu3roHvYeH8c1NOw09OylmcsiHxV+Zgesf+j2+/tP/iesf+j0Wf2UGJoc4mGpdyHHKpKaa+4/XLzUj1mD0MjVgYkfg+uf34c82vo5vbtpZsW10UqeVjFONclGVET9CD6MXQ9lRl9X6IEYvtCzlE1XqL1WLXZ9TT6iBq1xmtIXRFJSzF5AJCDxywznZ17VHghVrxWjd29lG9WSj6J+Yh1N2oFhvxX1Pr299NhTPlnVkLI0HVxTPyUbG0rrPYJV+Sl2O3IjojaPtkaBmMLSw/tJpRVeb1bRhvY15Rsqr5pX+wVPvYNWju9E/kuB9UIS4BNcEm0uwFuOXBf4BQDuAf7TqgxRF4NDxMax79l1c9cCbWP/8Ptz+F19CR0vIlABvpYOC0QmbExTepP3MmoWYNqkJ/SPjt7+qx8F+8sI+HByMY/X5s7KXHAF0iquhP5bE9x7LXx3/3mO70c86LArQrPq/z0C0OVBz/3Hzgg9xL4X2cfuaRXk7TXL1WupGeqM4qVNZ59Z7WXJvkMZKFEXg0FC+H3Hn5X+ChZ9vN9Qe5bRjJ9X6IEYD5qV8IrsCaQzYFeOXJWxc1p3Xfr+4eh6OHE9kJ/zf3LQTiZSC524e1+mp0XDFWjFa92wjbeifmIdbNKZlOztbQ5p9Sy3bwcE4rv3VW2hvCWL9FXPxxMoFWLe4C/e82Itrf/WW7jNYoZ96C2Tagd442tkayhsTFUXgWCyB9w6dyK+/vmHc90qvpjaraUO3aN0oRsrrJr+JEJKPm9JoZBFCvA7g9ZP//z8AzrHjc4/GEkVHXX7w1Du491tnIRz0ZdNBVHvkpNJBwcjt2U5SeJP21IjQPQ5W6tZlYoy0IjTrMN3ATpxKrqOhKArG0gruemEfNiztzsshuWVFT0X9x8iRdkK0KLSPhb+bM60VT6xcgERaqdk2OqlTnwRsXNadXUxUd1T5JNQ8ZtYjA7FkNncgMN6W39/6Nh797jkIB421Rynt2Em1PojRdATlfCI7fAYG7IqJJzO458VerFvchWg4gKF4CqmMwPe3Fhzlf3QXnlmzEKe1NUNRRMVaMVr3ZrVRvR0dLwf9E/Nwix3Qsp1t4UBR31Jz0uaWNZ7K4PqHfl/0nnrPYIV+jsYSmoHBZ9YsRGdrU8Xv54U+qzWOblnRg1Mnh4vugzp8csNbbv2tenQ31i3uykuvom6CywiBX3/nq7j/1Q+x58AQgPJt6BatG8Voed3iNxFC8jE92CxJ0i0AtgshDpj93lYzltI2aNMnN+HIiUSRE13pqlmlA7vd+ePKDerlfl9o6PuHE9nnHYqn6BTXSMCnk5PNVw8HFCqjmhuOVf31DyfQPxzHy/v60D+czJswT62w/7h9wYe4g2r1GvT78MGRkZpto5M6jaeVosDUPS/24u+//RVc88s3Gi4XpN7EaGAkiUjQlev7APTH92p8EKMBgnI+kR0+AwN2xQT9PnS05tuOKTpH+cdSCoDq/FW9ui/MM2tGG3kxPy39E/Mw2w7UEiQtnEspisC0SSE8sXIBMgIIyBLueO7dbHBRLaveHEHvGazQj948WrUTleCVPmvENqq7d3/6rbN0U26ozJsZxY8umYOrHngzb4H/nhd7DaWPcNOYZ6SfuKm8hJDKsWLmsx7A7ZIkfQTgNwCeEkL0W/A5puM7eRy40KD5ZMmUi/qqGdjtWqkrN6hXM+jnPu/m1z8q2v1Gp7gyQn5JcwdhyF8/TpcRtLS2eXkP7n91/IbuctpLpjMYiCUxoy2MPQeGsOrR3QDG+/L2NYsqKku9XRhE7KcWvbZHgvhce3PNttFJnfplCf0jiWw/A8b7mhCoecysR/QmRgOxJDonVb6zyw7Kje+VtFklvkI5n8iOQBoDdsW0hQO45cIvYvXJHfoz2sL4zU0LtP3jnCatVCtada/mmZ0aEUVph2ppIzdfuF0t9E/Mw0w7YGaQVO+9bv+LL2PfoeG8n3W2hCp6Biv0ozuPruItvdRny9lGdZFab2PWlEgw+/NbLpxdlJbytm178cTKBYba0C1jntF+4pbyEkKqQxLC3CP4kiTtAdAD4M8BXAXgcgC7MR54fkYIMWzqB2owf/58sWvXLkOvzV1VC/hkfNQ/UhTM+/zUCM79u/9R9Lc71l6A09qaKyqbW48E9Q+P5+IrHODUQb3c7/XIfd5w0Ie0IpBKK656doPYUtBS2v10cBQ3b92D1efPyu4g3Pz6R/j51fMq1qGb0dPausVdRYFjLe31Dyfw4+17cd3CM4tSaHz5lEm6mnNr3zQBx7XrZWrVq6IIDMWTiCczyAigKSBjaqT0xVRu0uqxWAK9h4eLxk0A+KsHf5f32irGzLrTrqIIvHfoRDaVhnrk+eGd+3HHZX9S9PxuaMtqx3cz3qvU89tVNxZ9Tt1pV0WrDZ9adR7SilLUz+ec0oopkeoDP8diCbxz4Diag76sT9M/kijSS60n7z4dHMWiDa8VfX41fnwDULfarQWz7IAd9vSZNQshQSoqq9PjiZ4/UI2dqLLP1qV21XbuaAnhh9+Ykzd32bisG9vf/hQXdk1DNBxAe0sIf/7f/mfRe1Riy5zUSe5nq7uzVfT6idO6tom61G6tnHH7C04XwVQ+vvtSp4vgBCW1a8XOZiGEUAC8DOBlSZICAP4CwF8BuBdAhwWfWRXptILPjsfRN5zAQCyJtz8ewLKvno71V8xFc9CH0WQG0yY1ZW/mNuMIh1tzCpXLiVRtjie7n9fLA1LQ79PcQVjLUSI31pee1qLhQN73pXKd33rRHNz3yvjR/vZIEJ2tobz8aIUYWWF3Y13VE16tv1r1KsvS+CQsYuzznDxaqtWG0XAQ0yY15Y2bHa0h3PPi+3l/2yjHHmVZwmltTXjkhnNw7ORFdw/v3I+//vpsBHwyFEXk2RQ3tGVGaN8HUE0Ox0p9hXK5ze3wH4x8jlftl9ZzabXh3/7ze9j4re4i/zgarm13WTxpLM9sqTZSFIGPB2L4ZGA0W7bPtTfjjPZIto14FLvxqLTPltOY0fcyMyeu3nul0opmYNHpOaaWP1DKTpSq10bqs7m7d+99qRfrr5iLM6dGEPRJ+P7WPdhzYAhP7j4IANiyoqfmeqlEJ2aMfXn+hiLwkxf24bv/1+cN9xMrdO3VMZ0Qt2FFsDmvpwohUgCeA/CcJElh7T+xH0UR6O0bzl4IqO4+2vb7P2LFwjMhAVnjAwCP3HBOkSPrpSMc5QZ1s3LmWWnYvZLfS4+2cAAPXf9VHDgWz+pw5pQw2nKCWpXg1vrS09pQPJX3fblc53ct6TastXLH9dxaV/WCl+uvVr0CldlGp46W6rXh7I6WotfKkDSP+XppzCzFpKYgjsVSSCsCX+hswV+d8zn8f8/+ezafoqp7AgdtYQAAIABJREFUt7Tlr7/zVdMm9WYGCOyYDBr5DK/aL73n6pwULGrD/pEE2iIBTA4HTW2PXL3MmxnF6vNnoT0ShCRJRQszeu00FE/iyImJi7XU3YDR5kB2NyWPYjcW1fTZXI1JkgSfBMiyjLZwAB/2jxh+LzNtoKSTlkKS3Gl3ZFnCGe0RtDYFytqJcm3USH1WL6XJQCyJ/pFE3muf3n0AW1b05MUvrKoXM8Y+rffYsLQbqYxSsp+YNf5rvQ8AT47phLgRK9JofFEI8YGpb1ohRo4IlDr6PJ5HM5Kd7Hl1opGLFTmbK3l/MzDz6JoGjh9vGRpN4MCxOL73+NvZOvyHa87GzClhRJsrfz6L66tqas3ZXA3ljuu5ta4M4rh267z+SlKrXiu1jU4dB9drw6dWnYdvbXmj+Jjv9xZCkoqP+VaI49qtFkUROHxiDFdq1I2qe7e0pXrhUGHecDNzjFb6Xnb4DEY/o0r75XrtlurTHw/ETE+ZoYXaBve90luU+kptC6B0YODTwVHN49hPrFyQ14+4k80wrtduOapJ56MVEHt4537850u7cPUvf1fTe1Vru44cj+MP/bG8frFhaTe+0BHBtMmu2b9VFUbaqIo+W/fazaXUIn+5S6jNwAzfXe89Ni7rhiJQlc03il79TZsUwuU/d92cxFPaNYrX0mhUikfSbtibRsPpQLNR9I4mfaGjBX3DY0imM9lBLp5K4/DxMXS0hHBwMG7b7iM70VtVBcYHimQ6g2mTQnhmzcKqci7bsYPLzKNrbiSWyGQDzcD4s33v8bfxxMoFiFYRl3BrfRVqUZIkBH0S7rx8Lu64TJjiWBU6sOFg6Z0oVteV1yfBbtWaGdSq10pto1NHS5PpDDpaQli3uCsvZ3wyo2j+fCyVgU+WPKlnI8iyBFEmPYXalh0toWwu/tHk+P0GuZhtHwr7454DQ7jnxV48sXJBtlylPqNUeQr7Q8Avwy9LOHQ8XlHZ7fAZjH6GV+2X7hH9jIJ7XuzN69P3vNiLn189D0rYXC3KsoTZHS2447I/yQsY57YFgJLtpJcGJmPuXhpSR6jaVnfLd7aG0BLyI5XJoH84UaRbLVuw9um9WLe4C33DiYr6v5kX78myjId37s/riw/v3I+7lnRX/F7VYpV/WsquqvNOr/kP1aR2UbWkKAoyAhBCYDCeqrheqmlHM8Y+vfeQJQn3vPg+1l8xF7M6WxAOTJSpfzhR0fiv92x6Y/wTKxd4ckwnxI1YkUajLtCbsP/x2ChaQj5EQj7NVe57X+rFngNDnjRKhTmRzFydt2Oy5vX8XhlFZ0KlVDejcnN9qUfotPWnn3vZCHq6fuSGc3Dtr97SPJZmZV01wskJN2vNDGrRa6W20amjpeGgr2j368Zl3Qj5Zc2fyzKwaMNrntSzUcrpvj0SxCM3nIMjJ8aKdhVHwxMXPpltH7TK1T+SQNDvM5S7uFx5VF+ilrLb4TMY/Qyv2i+95/L7ZM37IcLBYr+4Vi0qisCH/SOIJdIl26LU75p0nqPJL+d9jtfHWTJB0O/DxV2dRbvl1d3Kt140J6/tS929MBBLVtz/zcoxq95B4lQqCSv7jZ79ySgiuxPWS/202ros7V9ae7rYjLGvVKq5/pEETpnchBnRfD+5kvG/1LPpvU9GwJNjOiFuRC7/Em+iTthntI0fQ1KdkPtf/RC3PvkORpOK5ir36vNnZV/vdaN0NKa9sjgQS1b8Xupgk4vZdajVpl7K7+WTJc069FXpgLmtvhRFoH84gU8HR9E/nDBVf7norXS3NPmxfc0i7Fh7AbavWZTnhFlZV3rlqfU53YTbtGYGZum1UtuYu9NFS6tWkVZENiAKjD/fbdv2QhHQ/HkyLbLfe03PRimne1mW0BLyF9Vfbn1ZYR9q6Y+VlEfvtYdPjEEps0hqh89g9DO8aL8A/efqbAlp/jytCM32PHQ8jv7hRNk21ULViBrQy0Vti3Lt5PdJ2LisO6+8G5d1w+8rvXO1Ue1SI9AeCeI/X9qVDTQDE/O4pT0zi9peT2ND8VQ2R64T/d/IeF/oi1TTD/Wwst9o2Z8ty3vwkxf2ebKf1lKXlfqXZvmnZox9mu28ogdfmTFZ13+tZPwvVa9679MUkD05phPiRhp2Z7M6gKtHKYbiqeyuZQBIZRTdVW51QPSyUVIUgdGEeTuL7NiNZ+bRNTfikyVsWNpdtEvDX+Xzuam+tFamH/vuuZbsbKv0dm/A2rry6hHtXNykNTMwU6/V2EYnbpxPpbXHxLTOWHk854JEr+nZKOV0rygCo8nS/d8K+1BLf6ykPHqv/WxoXB+lFkns8BmMfobX7JdKqefS+vmh43HN9jw4GMcPnnqnqh2IqkY2v/5RkX+T2xal2imezOim/UAk/3MKy96IdqkRkGUJPlnSnccVtr2WLcjdBT27o8Wx/l9qvLd6x76V/Ua1M8+sWYjRRAb7j8agCIGX9/VZ8nlOU21dVjofN9M/NWPsq+Y9Khn/S9Xr9MlhzfeZGglhaiTkuTGdEDfSkMHmwhuHf/DUO0VHKQI+WfOIRWdrCOuvmIvp0SbPGCWtXEcDsST2H42ZdszErsmaE0EYu1AENHO33Xn53Krf0+n6KpUX3Uz95VLtsTAz6kqrr3n1iHYhTmvNLNSL32KJNNYt7sLm1z/CngNDVevVbYEsvdx3pY7ca/28bziR973X9GyUUro3Ms5aZR+q6Y+KIiBJEratPg8DsWRW+3rl0Sv7QCyJ//jEv5XMv1xtv6gkL2Uln+EV+1VIJc9V6ji0upus0pzakiTh4q5OLO2ZiUlNfvz6O1/FaDKDqS1BTJ88cbS6VDsF/T7NtB+5mmyUcdZL1JoruJReC9te6+4FnwTctaQ7+7lW9v9qn9Xq3PZW9xtZliBBwvJ/HL+AUd1B7sV+Wm1dVjof19JELfOpcosdA7FkXj5pLf1W2n8qGZtL1Wu59/HimE6I22i4NBrqit+STTuwaMNruPO5d7F5efHxqM6WELYU/HzD0m783b+8h87WEKJhb+xqLqyPJZt2oPfIMBRFwf2vfogNS/OPJtayo1sdbE5ra0ZHa8j0YIqVR8ncgE8Crlt4JtY/vw9XPfAm1j+/D9ctPBO+Ol3zyNXe1+55HeuefRc//MYczJsZBQDc/+qHRX2w2p1tudrwyXDk+JReX2sLBxriOJcX+qfahldueQPLNr+B9c/vy2q2Fr3m2kZ1sc+JetIfD0RFR+43XXM2nt59IPu9108CVUsynSk7zrolhYOe9i/u6tQtj166ss2vf2R4V1UlPkMp/RLjVDJWqe0JVLcDMeiTcPPXZ2P98/tw2c934PqHfg9JAkJ+WTNYoaUFI33E7n7khfHOSczoy3r25+ndB3RPMKgaOzUaxrTJYUvmKoXU8qxm7zzO1e1nQ3FIEJanEMl9BvWEg9PjnRVUa4N0/YQVPfDJKLIxWprQ8k+3LB//+2ptk6rbH2/fiz/0x3DlljdMHXeNjv9G0pVZGXsghJRGEsJ7DtD8+fPFrl27NH/XP5zIXjyg3lJ8yqQmTG0Jwi9LkGU5u+o1NJrA0ZEUfDLgk2WMJlI4dDyBL53SgmmTarukzC3k1ofKjLYwnlx1Hq7c8gY6WkJYff4sRMMBjCYzOGvmZEyJuG8l0IbLX2xp7FLa7Rsewz/+9iMsm386fLKEjCKwbdcf8d2vzUJna5Ol5bLiNmo97a1b3IVVj+7GjLYwnrt5ETIKavpcLW08csM5aGnyI5VWbNtJqve829csygYYLdrZ6rh2vXI5UynNrn9+X816dbqeSmlUvfAtV6dt4QAG46nsrpaMIpBIKxBCASBhJJHG0GiqlnHDce2aSWH9+WTg8p/vKBpnC32MdFpB30gC6YwCv09GZ0sIfr+9ewVK+QqnTNI/6aWeBPhsKF60G9qs3XflyljqBnsL+1tdabfwxN+dz72bd5x9RlsYz6xZiKmR0MnTSBl81DeC+1/9MJt+rpo2/Wwojiu3vKGpq1Oj4RJ/mY+RPmKFH6OF03bcBBzXbqV9WY9CXfsk5M3z3EAtz2pWPQHaut2wtBu/7T2CaxacAd/JE05m1F0pezNvZhS3XDgbX5reClFit6wOjmu3FNXYILWNc/0EAWBqSxDf+fXvi+Y1GUVBLKFgeCyFvuEENr/+EfpHEnju5kVIn0zJsf9oDPe/+iH6RxJV2ya1XKr/a4YGq8Uu224xrtauVZxx+wtOF8FRPr77UqeLYAYltdtwaTTUFb95M6P44TfmFOWHUw1uOq3gRDyNodEkBmJJvP3xAK4653M4Y2ozPjkWRyjgc2XQtVL0VsWFENk8R2rg78Fr57t2R7fVR8ncQNAn4dKzTsP1D004F5uuORtBi7c2WzVxKnX7d67eanUYtLRx7a/ewvY1i7I5mtXdHHqOil6QrRLHptQOFK8e0VbxSv/Ua0N1Z0Wtei1XT0Yc6tzXhIM+pBVheFGl3C6pXJ1q2YXNy3tw/6sf4OV9fZjRNn5J1+fam107btiJnh196Pqv4ju//n12nN2wtBt3PPfvuGtJd7bNP+wfKfq72R0tFdugWtDTRjqjYCCWLJl+4pRJTTgeT+E/PvFvluVfLlVGvV1+A7Ek7nslP9fvfa/0Zuu+UdALMvUPJ7OB5IODcYyllKwNUBSBWCKN/pHxdDnVtqkQQtcHraT8h07EkUgLyBKQzGRw6EQcp0WbHQk4eGW8cxKzduxalf6slK4qfb3es8aTafQPo+Tfm5nbXku3a5/ei3WLu3D1L39nmn71fAcAeHlfH/pHEvhcezOGRlP1vGCjSTV6VNv4vld6AYzf33PK5Cb81//+79m26mgJ4ciJMdz9L/tx3cIz82Ibm645G+2RINKKgF+eSFmiUq1tUnWr5kDPJbev2hEI9vocipB6puGCzWpun9Xnzyq6pfimR3Zld2709g1j1aO7cXAwjou7OnHz12fj2l+9lTXeW5b3mBIIs5tCox/wa+fbDPp9mDMt7Jo8ouVohMtfYokM1jz+dp5m1zz+Np5YuQBR7XvtTMGqiZOe9nJ3+9pxwUm5YHrh7y/u6sQtF34Rqx/bXZET3Mg5I73QP9V8tVpteGo0XHJ3p1FK1ZORRZ/c13S0hPCjS+bgtm3aC6paVKJRLbuw+rHdWLe4Cy/v68PBwThu27YXz6xZ6Npxw0707OiTKxfkBTvVi4rvuCxT8u+23ngurv7l72qeiBudCOpp473Dw1j//L6Sn29XXvJKbayiKEUT8w1Lu6EoiqnlcjulgkxqHuQZbeG8lF1G27ScvswYF0+MJTE4msr6R2qApbUpiWiz/uKYVcErL4x3TuMWf6lS3Wi9fsvyHkyPNunOGd1iW0ttADFTv3q+w5OrzsMdl43vYhYQuHbTTi7YYLyNZ3e04G/+/IvZuEThguDq82fhtm3jNrswtrHm8bezu4+3LO/J3o2jUm3bqrpVc6Br9VUr7a5HdjMT4nkaLmezukLYHglqDqpjKQVHY4msQQeApT0zs07svJlRrFvchXgqg8MnxuoqD5tWXrCRsbRuriO35BE1gjro5eK1QF5GCHS0hLBlRQ+eWLkAW1aMOw0Zi5vCiomTogiMjKWxcVlxbrbpJufJK6cNvWDOQCxZ9Pt5M6O47Rtfwlgqg3WLuzBvZrTo9Xq4JfeqE9R7/1Rt553PvauZTzA30FxLrs5S9VROp0C+VtXJR6nXF1KJRnNPCak2ad3iLpw6eSKlz8HBOFLpxgrc6aG7M1ggm4d/1aO7iy7c0/u7vuFERW2rRSW5QtvCAWy98VxsW30etqzowcVdnXn5l+97pReHjsd1dW9H3sRKbWxGoGhivvbpvZaPqW6j1IkNANlTCuFgvr2WZSl7yW0ynTl5UdRE5RnRlxnjot5CfCwx4aMYsZ9mUe/jnRtwyl8qHL+PxhIV6UZLZ6se2413DhzXta1az/rTb52FSU1+/PRbZ2FkLI0jJ8Yst616utW6ULEWSp2oVZ8hlVY8uWBTrX84GE/lxSXUsWr1+bMAILsgoLfLWP35qsd245YLZ+f9vtq2VXX79O4Dunm2K7W7RuvHbfczMEc/Ifo03M5mdRX40PG45kqcTwJGE/kD4amTm7KTaEUA3986sXuino716KUTeO7mRSVXxesh/1ylR8nqcUU0EvThzsu7cCyWAgAEfTLuvLwLkaC1a0ZW7DAZiCVx7a/eQkdLKLurbzSZwbRJ5gchymmjXDC9MPVObhqTDUu7szsRjVx2ZcfuPjfSHgnikRvOwScDo2gO+jCazOBz7c11E2jPtZ39w0msW9yF9kiwaEdzrbaylFYPHY+XnXzlajkaDuT1r6F4Cptf/6ikTiu9Afzirs6inaG/uPpszJsZLQqaNjp6drQpIGfbvKMlhFsunI0zp0YgIKAoQvfvCidrpSbieuOd0VMrWqk8fnH12Xj8zU+w58AQ5s2M4rqFZ+KqB9501Eeo1MaakcLBC+hpLNocxBMrF2A0mUFHawiTQoG8v0unlbxTgIXtblRfIb+M9VfMzY4NoQrzkacVoWnr0jkTfjt3G5uZ2qBRccJf0hq/H/vuuRXpRk9nzUGf7s7c3GeNJ9P447FRhAIybt66J3tC6Vsn85pbaVu1dLthaTce3rm/rH7LzakKczSXm1O4ZWe7mdTiH5ZbEBxNZkruMh6Kp7J/c+bUSPY1ahnawoGSqQS1UHV715Lx00BPrjqvKL92udN6hekJtVKGadWPm1IV1UOMhBAnabhgMzBuIMNBHzYu6847YrxxWTcCPhkfHDmRNcTzZkahnNx5VJgEv96O9ejnBctkc9dq4SajDug7NUYd03odGDJi3KFY9+y7eZq1eheWFRMnVYsHB+PZY7oAsGPtBUDEjFJPUE4bek5tOOhD/3ACGSHw6+98FQGfpLkLTrULRpxg5hWrT3Jt554DQ1nN7lh7QZ7NqNVWltKqkclX7msUIYrSaGjtTtQqg5GytkeC+PGlXbjml7/Le97vb504sskAywR6dnRqJISpkRCeu3kRDg2NYVVBep7ZHS1Ff7dlRQ9+9q8f5L2/3kS81HhnNACnpWu1nZ/cfVA3LZmTFwRNn1z+EmcvBjSqQUub9115FvqHxyBLEpIZBfe8+H5eLmtFEfjseLxot11uuxvRl7rwXNgGlWgnHPDh//3LL+HWJ9/JK3844EzwqpEXls3Ean9J68LWQju3/2isIt3o6WwonioZpFaftX8YSGUEbt66BwcH41i3uEvzhJIVtrVQt+qFinct6S6p32pS0W1e3lOUii7XV/Digk0t/qGerk6NhrFj7QUIB33ZvM4blnYXpYa696Xe7N80h3x5tslokFdv7l2q7KXmV0XpZk76NUbqx02pitwWIyHEbTRksBkAouEgpk1qyttNMW1SE4QQuP/VD7PGevX5s7I7mcslwXc71TrbVhr1Si+8CvhljIyl8/Jn5w6KRgx7vQ4MybRS5HTetm0v/mnlAks/14qJk92TfD1tKIqAgMBj3z0373bm39x0LkbG0ugbTmAglsTTuw9g7V98WXdnQb07wVYzFE8inkzn/SyeTGMonqyLi1aN6tUMW6mnVSOTr9zXZBSB25/530X24pk1Cw2XpVw5pZPvm8vBwTi+dEqrqXnXvUA5O5pRkA00A/njUuHftYUDuPWiOdh3aLjsRLzUeFerrtXP00tLlqt7M08T1bIjKhcvBjSqoVCbAPDM7oO45E+nwydLmBIJIhoOFgWJc1O5qOS2uxF9meVfqoFm9e9vffIdPPO9CVtnd1tzYdk9aNkeAJq5lQvz2d7/6ofYsrynaBFQTzd6u4Pvfam35IJg7hznzI5Itgx2zzur0W25OVXh71/e1wcAmjthc8vhtQWbWmydnv3KPVkXDQeLdhlnFIGfvLAve9JMXeDOrcf+/7+9ew+TorrzBv799W2mmQFmHBiDgoKRYHhYDAyrIu/6JiEQjUbDisYoaHRVXNfVuInRvFk35iHuxqjrrk+C4CWJ4CUi6uqDu6JrdLPr3RE1Co5IxAVFZkRG5kb3dPd5/+iqnu6equ6qvtWlv5/n6YeZpmfm1KnfOVV16tTv9I1OFXPLU1247tRZmf1T6WNsIqlGp5tZN7LmR7H6cdONYjcNfBO5Ud0ONgcCgqltTRjbGM45kO0diKOnP4abNqVXKJ/e3pzpRAolwfeCUk+2K9GpWz3ZK7TgVfbsPP2EsJSBYq8eGJIp40d+kzXIDVXpC6dqX/hZvYlhdLFxaGsjPuw9YLAQR8x0ZkElFofzs0QiNWpW/i1nHo2ER/L5Wo3Xap4AW7n4yv7MYDxh2F9UModyKGi8yGc4GOBAi4FC/Wih45LRz1l/kic1Kr2AnvZn0vhoWXE9aXwjNlwyH+Oj4YJxX8mniQz7bRszorL5cUCjVNkx1jsYw/89qj0nZdSqc+aiqSF3kHjvQLzgfrfSb1rtMwsd0w+YtJ0DWX0d93V9Mut7Dh7XYJhbeeVps3D+b1/J/HxPfwyTWhotx40eZw9fejwGY0m8/8kAbtrUhZ7+mGHfalS++y48NtMmrFx3Op0W0GoqumxPbunGT76pCj5V67cbNuWcH1o9/8uvr1RK4fols/GTb5rHRv7+0dNinZmVuuW+C4+1nHIrPxaNbpbv6jVOC5ffPszqx003it008E3kRnW3QGA2o8VNWqNh3HHuPPT0pxcJ/GDvICa3ppPer352u2kSfC/IPlg9d/VXMjOmip2UlLtQh1ki/94hewte6Z+5asPIogj6e3YGir26eEtEG9jJNrk1ikjQe8241Fi0wurCEWYLuQzEkoYLcSilsGZZx6h2wIHm4oZTynDm2bBHFtGwGq/VXtRIv5iYND79+3d/NjRqMRL9M2Mioar3c+3NDVid1yZWL+tAe7N/LhBrxe5xycqiUKmUwicD8cwChCs3bsEPvj4Di2e2IxIKlh3XB49tRFNDCDdueqfguZGVRYKsLrBj2G+v68TpHVNyPmf1vKAWCxd6zWA8Zbjg3mB8ZPA2EgoaLgy1ZnlHZr9biS8rfWaxY3pQywGbbXJreg2WbNzX/lSo7zDre4bixgOkej5bYCQWW6IRW3ETCAjaxzbisIPGYNah4/HLs+eY9q1G5fvZ41uwZnn6uLr62e2GC2nr7cMNC6UVO3Z59Zqr0so9Pyyl/7LyM/n7xygtVrGnWADzWASQU4Z9Q8OZ9DTZJrdG0T62wVL9WDm21GrRvnpe/J3Iirqd2QwAw8NJ7OmPIZ5IIZlSWPv8+/jW3CmYPrE5cxdOz4N00dpXsXlnL+5+/n3cd+GxCGo5NL02M6KUO8V2Z4Tk39lUGP24zEVrX8UDFx9X9OBldse8JTqyUI3dkxY33RG1Y6I2sHPr0+/i9I4paGtKnwBPcFm5rc6yqMashVRK4eP9ByzdgTeLrZjJKtjhYMDWDBcakXBwVn6lWInXWsyeszpL1KyfK2UhGDOhUABHHTwWD66Yj+FkSlsPIcA2YZNZOh+z45JZH2t07DW6cXbfhcfmDAiWE9fFFggCis98szPzuVhKD109DmYYsTvrMZVSSCmFm884Omcm/K59Q0gkRwab25oiuHLRDNzyVFdmwdT2sQ04JC9XdrH4stJnFntM32wNlmL56cn7ivUdZv1FUsFwNmJ+Pttyjo9W+lazWb8rT5uVKUc4GMD6i49DQgGN4UBOGgQ3pAUsdk2V/f9Gi+AW64+8tpi7mXLOD6tZD/n7zygtVrGnWPTPFIpFfRsG4wmEg4Jfnj0nk5tcf7L0kPHRgvVjtR5quTYTn5ohKqxuB5sTiRTe6e7HX2fl4Vp1zlz822s7ceEJR+YcpFuikbrvRKwODNpZzdnsZM/KisSD8WTma7sDxV49MIRCAcxob8YVC78wKn+cWxY3dHLxRf1vD8SM0wfkz3Izi61kShm+3z62AS1R98eJGwUDxquP+7Euq/3op9WLS6N+rtS8e4UEAoLeoWHPLbjqFmbpfCa1NBr2N2Z97PSJzaP2rdmxNxgQ2/vGLK6txHuxx0ztDJiY/S59RpSXbiBXm93jsdHn9XyzPf0xBA1S9ly/ZHbZ51HFYqjYzQqzNVhaovW9/+tBsb7DrL9oDAdMF2yt5XHLrHyBQABtTRHD9juhqfikiVqmBSx2TaX/v9kiuHb6I6+fW5RyfljtesjffyKjz9cf6tyJNcs7ctIL5h9jC8Wi0TbcfMbRuHHpbAREMBhPYlJLI0Ih8xRsduqh1jdh/JbyhaiSvPf8fYV098cyA83AyGOCS+cdNuogzUfvCst+VOXj/Qdwy1NdOfVq9riMfrJX6NETs8dTjp4yvqz0C17dp33x9KJ1N59xNNYsTy9mkv84spOsPC5dDfqM5oFYAuOjYSye2Z7z/0az3Ixi64bTZ+OOP/zJ8NHg/BlbZF0kGMAtZx6dU6e3nHm0J1PAOM3OxWV+P7cva1BY/zm9fZb6yKFTbd4vzNL5JFMw7G/M6ru7f/QiP+9/MoDFM9uxZnkHHrj4OKxZ3pFJoVFLxR4ztRPTZr9LnxFV7LygVo/WukF2rMyZ0oJrT5mJgVgCH+8/YLjdRrF19UNv4vKF07HqnLloCOX215U6jyq2T4o9hh8IpNdgmXXoeExujWLWoeMxta2Jx+s6UKzvMOsvJjQ1VC2Vm1XZT7T85rt/jjlTWnL6RivHVrekqCiW4isQENNFcM3OFXhukVbNetD73t2fpX/3pPHpNWjy28yVi2ZgRnvh9lIoFo224fsPvgEAGIwnMW1CExIpVfB4bKce3HAThojSXDWzWUQaAfwBQAPSZduglPqJiEwD8DsABwF4DcBypVRZvWwiafyofCgY4KOXNpjNhOnpi2Pzzl4A5qs5T2hqwISmBssLXo36TJNTW+2MVEphd++BnEXW9FlHbjmAOnGAN4rBVefMBZB+HNFsllt2bA0NJ7G9ux83berC5p292Nbdj5WnzcK7IIqDAAAgAElEQVTn25sRDXtj5rubBQRoGRPOmXnWMiYMVql95SxGYtY+U6lUyTNneFJfHrv1Z/Z5o3Oa//jjbvztwi/kPMG1elkHWrPSUNVCsZlvdmK60O8qNrPIjzPlCtFjZc6UFvzg6zMyeTjNttsstqZNaMKqZ97DZQunV7yMVvaJldRnnFlWn4r1HcX6HqdixsoTLVaODW5KC1hqShO7x7p6O7eoVj0U2l+lHGMLxeLuz0YvCDixuQFjG8O4aoO1me526oGL9hG5h9umlcUAfFUpdTSALwE4UUSOA3ADgFuUUtMB7APwV+X+If2x7myTW6OIBKXuH720w2wmTPYCfj39MUxojmD9ivl47uqv4LHLFqCtOX3w2TsQR1tTxNKCV16bhVxpewfio2YF6LOO3HIAreUsi+w78vkxeOm9r+Gqrx+FDZfMx/oV8zF9YjP2DsRzZk5l5/5qDAdweNsY9PTHAKRj9nPjGzG5JVrXMVcp8aTCjZu6ENdyfsaTKe17/84qrJZyFiMxa59JhZJnzrhlZpVX2a0/s8+HDBaQPenPJo16guuSezqxb2jY8HcnEil81DuED/YO4KPeISQSKcPPGSk2O7XQcdxuTJd6TlBvM+X0WDFa8Mlou81iq2tPH57/0140hit/yWBlnwQCgiMnNOGBi4/Df131ZTxw8XE4ckLuzOV6mrFOI6z0HdW+hrAae/lPgRZ7osXKscHKQmnV3KZsxdpypY519XZuUUo9WNl/hfaX1TaT/Xf2DsQza17lx6LRNly+cDousTHTPRoJ4jff/fPMU1r6kwBG9cBF+4jcw1Uzm5VSCkC/9m1YeykAXwVwtvb+3QCuA3BbOX8rFBDccPrsnJkeN5w+G6ESchnWs2KL9UxuTS/Ucsk9r6GnP4a1FxyD/QcSOXc+115wDGKJVN3MNipVoVlHbjmA1mqWRfYd+ZvPONqwXj4bGkZTQwjtzQ2GeWobQgGc++uXsWvfEBbPbMffnzwT9190LAIiiEaCzM9cQQEBzjt+2qj+ltVrj36DZFxjCOtXzEdQkMntaCVWzdqnUsYLOFqZOeOmmVVeZLf+zD7f3tww6v1pE5os79dEIoV39vRlLv70WdBHHTwWoVDhQcZyZwzXah0FqzOj/LIolR4rVtcxMIqt286ZiwPDKay94JicXLGVYmWfJBIpdHX3m8Zmvc1YpxFOr8FiNfbyP7fhkvmmca8v4BsOBbD2gmMy56mFntKr5AztUtuT1ZQm5R7r/HBuYecYY7cerO6/cmdM24kTo22wc36SSins2R/LebL3xqWzcfC4RsN6cLpfIKIRrhpsBgARCQLoBHAkgF8B2A6gVymV0D6yC8ChBj93MYCLAeCwww4r/ncCgruffx/XnjITLdEweoeGcffz7+NnS/6sQltSH8weVZk0vhF/uOrL2N4zgF880ZVJqfHB3sHMwQJIH1iM3qv1aspOshq7ZnU9piHomgNoLQ7wen5m/aSld2jYsF4OaUnnHjO7e7/ytFmZR4zPO34azr7zpZwTJi4uVJzV2E2m1KiZdVc/9CYeuPi4mpTTDyoxoGLWPq2sNG73d7qlTzJj95yhWuzWX6HP57+vYLzYqdF+7e6PjZpldMk9nVi/Yj4OaYmO+ny2SizGYzZgUsmBXyuP1nph4NJq7Oox8fH+A5biQP/8w5cej8FYEu9/MoB/ePRt9PTHcMe586qyLVb2SbHYrPViUFS6avS7TqZQsRp7+Z8zO+YmUwpLVj2X0/c8dtkCDMUrc2y10p+W2p7KTWmSz23nFpWKXbvHGKMF/IKCzJPBpe6/clNN2ImTcs9PjP7WVRvexMOXHl8wftj/p7nlfJfqk9vSaEAplVRKfQnAZADHAPii0ccMfu52pdQ8pdS8iRMnFv07oYDg/AXTsHLjFnz79hexcuMWnL9gGiJB4aN4Nhg9qnLj0tm47L7N6O6L4fzfvpIZaAaAMZHgqDuZRu/ZubvqdVZjt9BCJ25SzUcW9ZO0j3pH8n+tfnZ7zoJ+i2e2474Lj4VSSlv4zDg/+5hI+oTG6iPGNJrV2E2kjGfOJuu8f7XzqGqlUgAYtc9yHzn0Yqoju+cM1WS3/sw+n//+hKYG0/2aH3uAcRtNJIun0qh2Tsklq57DghuewZJVz6FrT1/J52VW4twLqTbsxG4gIIYLPpm170BAIBD8479vQTyZwjUnHYVrT5mJW57qqkodtEbDWL2sI6ds+XnFh03WWNFjk7ldvcNN/W4lWI29/M/ln7dObk0vRP2zx7eM6nuSKeT09aWmjLHan5banqqR0sRN5xaVit1SjjH6edr+AwmcueYFHPtPvy97/5V73lduv3tQ1PrfN/tbwzZSfdUzv/W75C2um9msU0r1isizAI4D0CIiIW1282QAH5X7+4fiSfziia6cmc2PvPYhxh0/ddRCdm6a0eI2Rous6TOZje7cD8aTlt6rx7xcxbjtLr8T9JO0a0+ZmYmZzTt7cdOmLqw8bRaOmjQWnw7Ec2Ypr1negcUz2/Hklu7M75ncGsVgPH1C1BIN80K1ykJajvz8Nh6so9jNZ3d2SzUHVNi3+JPZfgVguDiVUT8ZChafk1CtxXgqPWPVSpz7ceDSbvtOpVKGaY9Sqcpf2O8bGsatT7+bcy5+69Pv4volszP7OKzlI8+PLz02uRgUOcVq7OV/bvPOXtz9/PtYv2I+lFKIhIJIpVI5/S8wuu8p58mLas945XmENaUeYyq9/8rdX3bixCxu9RzPxf4++3gi73LVzGYRmSgiLdrXUQBfA7AVwDMAlmofOw/Ao+X+rUgoiJ7+GFas68S3b38RK9Z14qQ/mzRqAbaL1r6Kj/cf4AznAvQ7z0EBzv/tKwCANcs70D62AWsvOAaLZ7YDSB8YDm8bg7UXHJNJ8v+b7/45jmxvYiJ/skQ/ScufFaIv6BcUwYp1uW14xbpO/PjkmaPi6/C2MZjcGs2k4cjGk5jKikYChrPXohFXHYJqyu7slmovllPODCIuzuVeRvvVKPZW3DO6n1y9rAPtzemL2EL72MoMqVJiJPuifM6UFqxZ3oGbzzga8USy5BgrFud+XZTKTvtOKhimPcpfz7US7T6eSOLJLd055+JPbunOGXhpb27Amrzjx5qs2ORiUGRXKYv6GX3OauwZfe7KRTPwuXGNWW1y9CKvi2e2Q0Qyf/+TgVjJT17UYsar3s8UWvS93pV6jKnG/itlIUB9f9r5O2bnu939MVt5q73Ux/O8mCjNbTObJwG4W8vbHACwXim1UUS2APidiPwMwGYAd5X7h/KT1S+e2Y4jJhonq/+oN73YGGc4FxYJBbF4ZvuoGTFrlnVg5WmzEAgE0BoNY1tPf06Sfzt3N+uZF3JJVpt+kqbPZr72lJloa4rgkJYoJjZF8NH+A4ZtuHdwGPddeCyC2qrI+gnKI5cuQCqVwprlHZlBai+cxHhNQAQNIcHK02ZhTCSIwXgSDSFBQOojbo3EbM5ucetiOeyXvMfsojUYEKxfMR+JZAqhYADtzQ2WFmArNEMqlVL4ZCCWyQF869PbMjmAi8WI3t9PbG7AD74+I+e8olox5tZ2VkspkwVD02t4a5+pULu3OmOtIRzIPX6ER25UckYl2VHqon5Gn7Mae1Y+l933TGxuwNUnHYWDxzWg6+O+TL95z18dW/KTF7Wa8cpzgsJKPcaEQ8ZPeITzFvCtdH9YaH/m/53WaNgwJ7jZOcdHvUNYuvoF23mr3d7Hsw0QjZDsk0e/mDdvnnr11VeLfk5fKCGVSuGT/ji6+2I5C9UB6Y782lNmYuXGLVxsxET2ghMKwFm3vziqDvW66+mLZRa/MPp/F6vJ0aFQ7Hq47irG7AB+5IQmvNvdX3IbruQiVC7keOx+1DuEM9e8MGq/WFl8zI9SKYWd+wZxjpbuRVesTtwYp1XulxyPXT+y2x6t7GOj2ARGp+u44fTZuGlTF3r6Y0VjRO/vP/7sgGG/Xq1jX4XamWdjd3fvEM4wiI8HV8zHJC0+KtXurVyU8/hRc56NXSusxm4tzrnz+5rWaBj7Y8PY3XsgJ6Wj3m9evnB6yX1hrQbAHL5W8UTslnKM+XQghq6P+3DVhpGbrjcunY0ZnxuLg6q4do/V/VkovvYOxA1/x7WnzMSKdZ2Z77PTyrjh/LZUJbYBT8RupU295nGni+CoHT8/2ekiVELB2HXbzOaa0h8f6emLYcU9nZjY3IAbTp89Kk/dTZu6PJ+zr1ryDy4bLplf8K67H/Mh1grrzvjudms0jI8+GyqrDXPV4uoqtsBTvdk7EMf1j28ZFau/OnsuggUO2W6MU/ZL3hMUGPaTZrFXbB+bXWS2NUdGPTp79UNvZi4wi8WI3t83NdR2EWE3trNaCgpw49LZowY1suOjUu3eyow1Hj+okkpd1M/sc6Uq1G/mp3TU+81bn96GNcs6Rq0tZDXFRS1mh/KcoLhSjjFGa0394oku/PLsOUBTlQoK6/uzUE5po9nc+rVZ9u+0OtPZ7dgGiEbU9WAzkD7YxxNJ3HzG0egdGsajmz/MdOTtYxvwd+vfwOadvb7I2VcN+QcXo0UBs+uOSf5LV691ZzQDIH/2SXdfDLv2DWHXvqFMeg22YffgAoG59DylPX3xnAuHUFCQ0PK8eWVWh54+6fSOKZnteKhzJ9uaiwUCAdz9/Ps5sXf38+/j+iWzDT+fnc7iki9/Hi3RMAbjSUQj6X1sdpF530XGj3y3RMOW++NAQBANh+ry2OeUoUQqM6hxyPhGNIaD6I8lEE8ppFIKAS0dVaX2SbGBl2ILBBLZUeqifmafK1Up/WZPfwyTWhptLPZZ+Py5mFJm4NbrtYoZszq0W7fZa03palGvVvdnoQHW/BsdIoLrHnsLm3f25vxOPfd49kC1F2/8sg0QjajrMzX9rvK3b38R3779RazcuAWnzTkUq5/dju8/+AZ27B3MDFKtXtaB1mjY6SK7Tv7BJX/htvy77l5M8u8W9Vh3ehtdsuo5LLjhGSxZ9Ry69vTlLLQQTyQzNzmA9CrfK9Z1sg27SEMogFXnzM2J3VXnzEVDqD4PQdm5x/WFsVZu3IJoOIjL7ttsGOdu1RoN4/KFX8DKjVsy23H5wi+wrblYW1MEVy6akbPPrlw0w/RY0tYUwdoLjsEPTxz5mWsffQt79scyN+wNc0CLGC6ENBhP2jp2tUbDhguMMsaqIxQQ9PTHsPrZ7dh/IIHzf/sKlqx6Hmfd/mKmX6rl+cjEpghuy9v/ty3rwEQfn/tQ9ZSzqF8lY7zUfrMlGrG8qFux8+dCSv35erxWMWNWh4lEynbdOlWvVv9usYUPsxcj/Ny4Rly5aEbO77zh9NlY/ez2zM96eSYw2wDRiLrO2dy9/wD+8rbnR915WnnaLExojiCRSiGeUJmZWtcvme3JO2zVZJSXaPHMdlx36izTvEtuzDtqgStyKWXXXTQSRCKlMJxI5eTI9GDdmrKS96qnL4YfP/Lm6IUpl3dgXGMok4/dShv2aGwW43js9vTFcOcf3sPSeYchGBAkUwobXv1fXHjCkXXZpxo9PrvqnLm454UPsL5zF4DC+d2qHadm+XeN/iZzNntT9poVSYWieRK7+w7gL1eNPl965NIFAGB4HvDTU2chlkjlLAy4ZlkHJrU0oiVqfTZeMABc89Cbo2bPu/yczHWxa3WffzoQw/bufvTHkgXzw9bqeMnjR825LnYrzWrsVjPGzY6dj122AHv2x3LOD/R+c1xDGPuGhi2Vp9xjczk/X6je7NRpCfXvqtg1q8P1K+Yb5qEv1rcmEil098cwnEwhnLWIr5lKxa+V32M3J3j279RnOj+5pduwPrzI67FbK8zZzJzNvpVIpDAQTxjeVf78xCZc8bvXcx7vAICffNObd9iqySgP05WLZuBz4xpNO9V6z4dYDr3ujA7qay84BrFEyler31rJe6XP0rvlqfRjv/pjgo9t/hA3/+e2nJ8t1Ia5enD1tDVF8K25U3D+b1+xnWfQjwIBwfSJzVi/Yj4SyRSCAcG//ue2zEAzYD6ro9pxardvYW46bwoEBG1NEcuxNJwwzpsbTyQxaXw05zxg8cx2XL7wC5lF5rIHSwoNMgPG8bdmWQd6+uI5jw8DPCezQ6/XW57qGnVjNn+fj2sIo7UpgtYmKdi2a3UuF08k8fKOXsyd2pa52fDyjl6cezz3P5krNNhjNXarGeNG10/6zOWWaGRUqgxg9IKrhY795R6by/l5s3qzc/7ih3NyszpMmOShjyeSpts9fWIztvX02xrMrVT9WWkHdnOCZ//OVErhykUzsGV3nyeuEawMJHOsgyitPp9hBtDdH8OOTwYNH/lIdxCRUe8z185o2QeX567+Ch65dIGnTgS8yijX2wd7Bw3zv+k5sLyo2GNZwMjA3d+fnB5o1hdfmzftIMyZ0mL6c/nM8ud5uf7cgv1ErlRKYVtPP85c8wJOuPFZfPv2F7Fk7qGW4rXacWq3b7HSRsmd7MRSof2c376vO3UWLslb4GrFPZ1IaPl+7ZZpxT2duHzhdMO/Tdbo9Xp6x5TMQDNgvM/3DQ3ju795Bdt7+l3RtqORYE4Kl5Ubt+CHJ87I5AwnylduColaKHRelJ1yQE+VYffYX+6xuRrHdjvb4IdzcrM6DGl56PPfj4SCptvd3R+zVR9O1J9R3Fr9Oa9cI3ihbyFyk7odbB5OpnDr09tG5RdevawDnw0N4+9PnslcOxaVenCh0hndLR8TCfpuhqHVvFf7hoZx9p0vYenqF7BiXSee3NKNqza8mRmgsNKGOUOzuthPjDC6CLAar9WOU7t9C3PTeZedWCq2n7PbdyJlPGvrwHCq5DJNm9DEGCuDXq8t0XDRfa5/ttgaHLWSSClcteHNUf1lghf3ZMIrA5V2zovsHvvLPTZX49huZxv8cE5uVoftzQ2mdWu23cMFZkMb8Vr9eeUawSt9C3nD1Gset/3ymrpNoxEOBtDTH8NNm7oyK7IPxpMYFw1h6+4+fHHSWDx22QIMxX2Vu5V8wmil28F40per3x48rgEPXHwckgpoDAcwoWn0SYjZSdXn25vx3NVfsbzSsx/rj2rHao62cuK12nFqt2+x++gkuYedWDJaTT4o6Quv/P2tL3CV/3uDFkLCrExjGoKMsTLo9do7NFx0n2cvYKqfI7c1RXBIS7RgirRSFes3zVK4DCeK37yg+uSlgTar5w12j/3lHpurcWy3sw1+OCcvVIdm75ttd1ibDW21PvxQf3bUag0BL/UtRG5QtzOb25sbsHpZB3r6Y1ixrhPff/ANtDVHMBhP4KHOndjePYA9+2OYND7q6jtsVJ+M7pYf3jbGVzMM9UeVTv1l+lGls+94EXv77T0uGA0HLd8l5wxNKoedR+vKiddqx2kpfYtXZqRQLruxpOd53n8ggTPXvIBj/+n3hnEejQRx49LcGbE3Lp1tKe2BWZkmNDUwxsqg1+tDnTuLzlbO3gebd/Zi5cYtaGoIVW2guVi/yVQ9ZJdXYsbOeUMpx/5yj82VPrbb2Qa/nJOb1aHZ+6XMhjbil/qzopapLbzStxC5hSjlv8fQrK60mb2qa0AEnw7E8Ktn3sN5x0/DTZu60NMf8/RKqFRRrlsl1uguLoCa3NmtBTsrYVdqIYxa3RmvMdfFrh/VMl6rHacu6lsYu1VmN5asxHkqpbBj7wA+2DuIMZEgBuNJHN42BlPbmlwR3zXiutjV6zWVSiGpAKWUaf3Wah9YjSevLxTmMa6LXbu8EjN2zhsAf/SNdrahhO31fOwC5ttttz78EC9W2G1H5ahi3+KL2LXLi2khnLbj5yc7XYR8BWO3btNoAEAoFMAhLVGkUgq7P0vnEzy9Ywpu2tSFzTt7AYCPRZBrma1065ebI3YeVarU435cPZhKVct4rXac+r1voRF2Y8lKnAcCgqltTRjbGHZlfNcrO/Vaq31gNZ6Yqofs8ErM2H0k3w99oxv7Ibcx22679VEv9VfL1BZe6VuI3KKuB5t1eo6k7z/4Rt3kNiJyu1Ly09XDSRW5E+OV6oHVOGd8kxWMJ6oWL8RMveXVJaqGWrcjL/QtRG5Rtzmb89VTbiMiL2CbJC9hvFI9YJxTJTGeqJ4x/onKx3ZE5F6c2azhYxFE7sI2SV7CeKV6wDinSmI8UT1j/BOVj+2IyL042JyFj0UQuQvbJHkJ45XqAeOcKonxRPWM8U9UPrYjIndiGg0iIiIiIiIiIiIiKhsHm4mIiIiIiIiIiIiobBxsJiIiIiIiIiIiIqKycbCZiIiIiIiIiIiIiMrGBQKJiIiIiIiIiIjq2NRrHrf9Mzt+fnIVSkJex5nNRERERERERERERFQ2DjYTERERERERERERUdk42ExEREREREREREREZXPNYLOITBGRZ0Rkq4i8LSJXaO8fJCJPicg27d9Wp8tKRERERERERERERLlcM9gMIAHg+0qpLwI4DsDfiMhMANcAeFopNR3A09r3REREREREREREROQirhlsVkrtVkq9pn3dB2ArgEMBnAbgbu1jdwP4ljMlJCIiIiIiIiIiIiIzIacLYEREpgKYA+AlAAcrpXYD6QFpEWmvdXlSKYW9A3HEE0lEQkG0NUUQCEiti0FE5Nn+yKvlJiL72N7JbRiTVC2MLaLaYXujejb1msdt/8yOn59chZJY47rBZhFpBvAQgO8ppfaLWOs8RORiABcDwGGHHVax8qRSCl17+nDR2lexa98QJrdGcce58zDj4LHs2KgiqhW75D9u64+sxq7byk3Efrd62N6ri7FrH2PSHfwYu4yt+uDH2PUitjf7GLvkJNek0QAAEQkjPdB8r1LqYe3tPSIySfv/SQC6jX5WKXW7UmqeUmrexIkTS/r7qZRCT18MH+4bRE9fLHPnTO/QAGDXviFctPZV7B2Il/Q3iPJVInbJH4z6oGxu64+sxq7byk3k9X63WF/hJLb36vJ67FaD146d9cqPsVsvseXmY04t+DF2y+VETNRLe6skxi45yTUzmyU9hfkuAFuVUv+c9V+PATgPwM+1fx+txt83u1M2rjGU6dB0u/YNYSieQE8f+OgGUR2r5KNcVu7WxxNJw/4onkiWvS3V5NVyE7lRIpHCR58Nobsvhr0DcTzUuRNXLprhmpk9bO9US34+dpL71UNsVXo2KdMguEsp+8OpGcb10N6I/MRNM5sXAFgO4Ksi8rr2+gbSg8yLRGQbgEXa9xVndqdMRDC5NZrz2cmtUWz9uA9LVj2Hrj19dXd3l4hGTrSWrHoOC254puz+wMrd+kgoaNgfRULB0jekBgIm/WjAYpokIkpLpRS6uvtw9p0vYenqF7By4xacd/w03PJUl2tm9ni1nyJvsnLsDIcChjEZDrnpMoi8qB76u0rOJq30uTOVp9T94dQM43pob0R+4pqzLKXU/yilRCk1Wyn1Je3170qpvUqphUqp6dq/n1bj75vdKQsKcMe58zId2+TWKG44fTZWP7udj24Q1bFKn2hZuVvf1hQZ1R/dce48tDVFStyK2ggIcOPS2TnlvnHpbHAiC5E9ewfiWLGuM6ffufqhN3F6xxTXzOzxaj9F3mTl2BkKiOExKMSDEJWpHvq7Ss4mZRoEdyl1fzg1w7ge2huRn7gmjYbT9Dtl2R3n5NYoAoEAZhw8Fo9cugBD8QS2ftyHmzZ1YfPOXgB8dIOoXlX6RMusD8q+Wx8ISKY/8tLjh7FkCr94ogvXnjITLdEweoeG8YsnuvCv35njdNGIPMWs32lrirhmZo9X+ynyJivHzqF40vAY9Muz5wBNTpSa/KIe+jsrbcwqpkFwl1L3RyVjwo56aG9EfsLBZk1rNIz7Ljx2VA5EvQObOLYBPX3Ayo1bat6xEpH7VPpEq1AflE3vj7ykMRxET38MK9Z1Zt6b3BpFY9g1D9cQeYJZv9M+tsHyzJ5a5Mv0Yj9F3tTWFMHaC47BB3sHMSYSxGA8icPbxuS0h0jI+BjE83eqBD/2d9nHiXAogLUXHINzf/1yTn7eUmaTOjVIScbs7I9qxYRdfmxvRH7FwWakO89tPf05Se7XLO/A9InNORdg+qMb+cnw+egGUf2pZH9gtQ/yqoOiEaxe1oFL7unMbN/qZR04KMq+k8gOo35nzfIOHDI+aqmvcGpRH6JqiiVSuPbRt3JiOhvP34msMztOPHbZAgzFy7tJybboLlb3RzVjgoj8i4PNMM5XtGJdJx65dEHOnTM+ukFEukr2B1b7IK/aNzSMW59+N+cR5luffhfXL5nti+0jqpVy+x2z/Ix+6Wuo/liJaZ6/E1lXqE0d2jqmrN/NtuguVvdHNWOCiPyLg82wl6+Ij24Qka5S/YHfc9jFE0k8uaUbT27pznn/J9/0x/YR1VI5/Y7f+xqqP1ZjmufvRNZU+zjBtuguVvYHzx2IqBRMmImRfEXZmD+KiGrF732Q37ePyCvYFslvGNNElcU2RfkYE0RUCg42YyRfkd6JMn8UEdWS3/sgv28fkVewLZLfMKaJKottivIxJoioFEyjAeaPIiJn+b0P8vv2EXkF2yL5DWOaqLLYpigfY4KKmXrN404XgUyUsm92/PzkivxtDjZrmD+KiJzk9z7I79tH5BVsi+Q3jGmiymKbonyMCSKyi2k0iIiIiIiIiIiIiKhsHGwmIiIiIiIiIiIiorJxsJmIiIiIiIiIiIiIysbBZiIiIiIiIiIiIiIqGwebiYiIiIiIiIiIiKhsopRyugwVJyI9AD5wuhw2TADwidOFqBK/bNsnSqkTq/1HbMSuX+q1ElgXI4zqgrFbHX7YDrdvg9tit9rcvj8A95fRLeXzQuy6pa7s8FqZvVjed1wQu26tN5bLOifK5IV+txbcGA921ds2eDF2/bCPSlGv2w2UMM7gy8FmrxGRV5VS85wuRzX4educxHodwboY4YW68EIZrfDDdvhhG/zEC/vD7WV0e/ncxIt15bUys3uTbK4AAA3qSURBVLzeLkc+lss6N5apXvih7rkN7uf37TNTr9sNlLbtTKNBRERERERERERERGXjYDMRERERERERERERlY2Dze5wu9MFqCI/b5uTWK8jWBcjvFAXXiijFX7YDj9sg594YX+4vYxuL5+beLGuvFZmlrc0bilHPpbLOjeWqV74oe65De7n9+0zU6/bDZSw7czZTERERERERERERERl48xmIiIiIiIiIiIiIiobB5uJiIiIiIiIiIiIqGwcbK4BEZkiIs+IyFYReVtErtDeP0hEnhKRbdq/rdr7IiK3ish7IvKmiMx1dguMiUijiLwsIm9o2/VT7f1pIvKStl0PiEhEe79B+/497f+nOll+rxKRE0WkS6vHa5wuT7WJyK9FpFtE3sp6z9NtpxR+6Ee8Ert+iTk/xIyfmMTVAyLyuvbaISKva+9PFZGhrP9bXYPyuTpeCpTvRhF5RyvDIyLSor1f8zr0Ci3W/qjVy6tOlyefnT7YLUzKfJ2IfJgVg99wsow6u229Cn9/RladvC4i+0Xke073NSJypVYfb4nI/ZK+zpkmDl/TiMgVWpneFpHvae/VvK7stMtC5RCR87TPbxOR8ypVvnrg1rZjl1vbmh1uaZfVJg4fL9xARIIisllENmrfG8aqn4hIi4hskPT59VYRmV/SPldK8VXlF4BJAOZqX48F8C6AmQB+AeAa7f1rANygff0NAP8BQAAcB+Alp7fBZLsEQLP2dRjAS1p51wM4S3t/NYC/1r6+FMBq7euzADzg9DZ47QUgCGA7gCMARAC8AWCm0+Wq8jafAGAugLey3vN02ymxHjzdj3gpdv0Sc16PGb+9jOIq7/9vBvAP2tdTzT5Xr/FSoHyLAYS092/IKl/N69ArLwA7AExwuhwFyme5D3bLy6TM1wH4gdNlMyirrbZe5bIEAXwM4HAn+xoAhwJ4H0BU+349gO/C4WsaALMAvAVgDIAQgP8EMN2JurLTLs3KAeAgAH/S/m3Vvm51qi14+eWWtlNCuV3Z1mxug2vaZQ221TXHCwfr4O8A3Adgo/a9Yaz66QXgbgAXal9HALSUss8d35B6fAF4FMAiAF0AJmnvTQLQpX29BsB3sj6f+ZxbX1pn+xqAYwF8gpELv/kANmlfbwIwX/s6pH1OnC67l17Z9al9/yMAP3K6XDXY7qnIPbn1Tdspo0481Y94LXb9GHNeixk/vvLjKut9AbATwPRCn2O8jC5f3ntLANzrljp06wsuH2w22n9mceiml0GZr4MLB5sNyl2wrVf5by8G8FyhfVyLvgbpAbCdSA+ChgBsBPB1OHxNA+AMAHdmfX8tgB86VVdW26VZOQB8B8CarPdzPseXrX3hirZTQrld2dZsboOr2mWNt92x44VD2zsZwNMAvqrFqpjFql9eAMYhfUNI8t63vc+ZRqPGtEc/5iA9C/hgpdRuAND+bdc+pnfCul3ae66jPVbwOoBuAE8hPXOxVymV0D6SXfbMdmn//xmAttqW2PM8ExtV5vm2Uw6P9iNuK49dXqlnQx6NmXryFwD2KKW2Zb03TXts779E5C9qWRi3x0te+bJdgPTsIZ1jdehyCsCTItIpIhc7XRiLzOLQ7S7THpv+tRsfM7bY1qvpLAD3a1871tcopT4EcBOA/wWwG+lrlE44f03zFoATRKRNRMYgPUNyCtzTL9stB88zKscVbccuF7c1O9zeLqvCBccLJ/wL0jcSUtr3bTCPVb84AkAPgN9o59B3ikgTStjnHGyuIRFpBvAQgO8ppfYX+qjBe6o6pSqPUiqplPoS0nd9jgHwRaOPaf96ZrtcjHVYmO/rx8P9iNvKUymu3y4Px0w9+Q5GLhqB9AXYYUqpOdAe3xORcbUoiNvjxax8IvJjAAkA92pvOVaHHrBAKTUXwEkA/kZETnC6QD51G4DPA/gS0vF4s7PFyWWjrVfr70cAnArgwWIfNXivon2NdiPgNADTABwCoAnp9mH2d2vS/ymltiKdHugpAE8gnYIsUeBH3HIcNyuHW8rnaW5qO3a5ta3Z4eF2WTKnjxdOEJFTAHQrpTqz3zb4qKf2pQUhpFMm3aadQw8gnTbDNg4214iIhJFuoPcqpR7W3t4jIpO0/5+E9OxgIH2HZErWj08G8FGtyloKpVQvgGeRzkPUIiIh7b+yy57ZLu3/xwP4tLYl9TzPxUaV+Kbt2OHxfsRt5bHLK/Wcw+MxUxe04+FfAnhAf08pFVNK7dW+7kT6qaEv1KAsro4Xk/JB0otMnQLgHKU93+dUHXqBUuoj7d9uAI8gPVnA7czi0LWUUnu0SRkpAHfARfVss61Xy0kAXlNK7Sny92vR13wNwPtKqR6l1DCAhwEcDxdc0yil7lJKzVVKnaD9jW1wT79stxw8z6gMN7Udu1zb1uxwebusKJccL5ywAMCpIrIDwO+QTqXxLzCPVb/YBWCXUkp/enAD0oPPtvc5B5trQEQEwF0Atiql/jnrvx4DcJ729XlI58DR3z9X0o4D8Jk+Zd1NRGSijKz6HkX64LEVwDMAlmofy98ufXuXAvi9flFIlr0CYLq2CmoE6UeoHnO4TE7wdNsphQ/6Ea/HrlfqOcMHMVMvvgbgHaXULv0N7fga1L4+AumFZ/5UzUK4PV7MyiciJwK4GsCpSqnBrPdrXodeICJNIjJW/xrpvJ9vOVsqS8zi0LX0izLNEriknkto69WS/0SHk33N/wI4TkTGaPWzEMAWuOCaRkTatX8PQ/rG5P1wSb9cQjk2AVgsIq2SnuG6WHuP7HFT27HLtW3NDpe3y4px0fGi5pRSP1JKTVZKTUX6uvX3SqlzYB6rvqCU+hjAThGZob2lt1H7+9wokTNfFU+y/X+Qnl7/JoDXtdc3kM758jTSd8KeBnCQ9nkB8CukZ+H8EcA8p7fBZLtmA9isbddbAP5Be/8IAC8DeA/px3satPcbte/f0/7/CKe3wYsvLXbe1eLjx06Xpwbbez/Sj58OI32n7a+83nZKrAfP9yNeiV2/xJwfYsZPL6O40t7/LYBL8j57OoC3kX408zUA36z3eClQvveQzoWov6evWl/zOvTCC+lztDe019tu7Ivt9MFueZmUeZ3WNt5E+iLNFQtC2W3rVSrDGAB7AYzPes/RvgbATwG8g/Q1zToADXDBNQ2A/0b6Qv8NAAudqis77bJQOZDOrf+e9jrf6fbgtZcb204J2+DKtmZzG1zRLmuwnY4fL9zwAvBlABu1rw1j1U8vpNN/vart938D0FrKPhftlxERERERERERERERlYxpNIiIiIiIiIiIiIiobBxsJiIiIiIiIiIiIqKycbCZiIiIiIiIiIiIiMrGwWYiIiIiIiIiIiIiKhsHm4mIiIiIiIiIiIiobBxsrlMicqKIdInIeyJyjdPlIbJCRH4tIt0i8pbTZSGyQ0SmiMgzIrJVRN4WkSucLhORFSLSKCIvi8gbWuz+1OkyEdkhIkER2SwiG50uC5FVIrJDRP4oIq+LyKtOl4fIKhFpEZENIvKOdt473+kyERUjIjO0/lZ/7ReR7zldLi8TpZTTZaAaE5EggHcBLAKwC8ArAL6jlNriaMGIihCREwD0A1irlJrldHmIrBKRSQAmKaVeE5GxADoBfIv9LrmdiAiAJqVUv4iEAfwPgCuUUi86XDQiS0Tk7wDMAzBOKXWK0+UhskJEdgCYp5T6xOmyENkhIncD+G+l1J0iEgEwRinV63S5iKzSxss+BHCsUuoDp8vjVZzZXJ+OAfCeUupPSqk4gN8BOM3hMhEVpZT6A4BPnS4HkV1Kqd1Kqde0r/sAbAVwqLOlIipOpfVr34a1F2cqkCeIyGQAJwO40+myEBH5nYiMA3ACgLsAQCkV50AzedBCANs50FweDjbXp0MB7Mz6fhc46EFEVBMiMhXAHAAvOVsSImu0NASvA+gG8JRSirFLXvEvAH4IIOV0QYhsUgCeFJFOEbnY6cIQWXQEgB4Av9HSF90pIk1OF4rIprMA3O90IbyOg831SQze4ywlIqIqE5FmAA8B+J5Sar/T5SGyQimVVEp9CcBkAMeICNMYkeuJyCkAupVSnU6XhagEC5RScwGcBOBvtFRyRG4XAjAXwG1KqTkABgBwfSjyDC31y6kAHnS6LF7Hweb6tAvAlKzvJwP4yKGyEBHVBS3f7UMA7lVKPex0eYjs0h6FfRbAiQ4XhciKBQBO1XLf/g7AV0XkHmeLRGSNUuoj7d9uAI8gnQaRyO12AdiV9QTUBqQHn4m84iQAryml9jhdEK/jYHN9egXAdBGZpt25OQvAYw6XiYjIt7RF1u4CsFUp9c9Ol4fIKhGZKCIt2tdRAF8D8I6zpSIqTin1I6XUZKXUVKTPdX+vlFrmcLGIihKRJm0xYWgpCBYDeMvZUhEVp5T6GMBOEZmhvbUQABfDJi/5DphCoyJCTheAak8plRCRywBsAhAE8Gul1NsOF4uoKBG5H8CXAUwQkV0AfqKUusvZUhFZsgDAcgB/1HLfAsD/U0r9u4NlIrJiEoC7tZW5AwDWK6U2OlwmIiI/OxjAI+n71AgBuE8p9YSzRSKy7G8B3KtNavsTgPMdLg+RJSIyBsAiACucLosfiFJM1UtERERERERERERE5WEaDSIiIiIiIiIiIiIqGwebiYiIiIiIiIiIiKhsHGwmIiIiIiIiIiIiorJxsJmIiIiIiIiIiIiIysbBZiIiIiIiIiIiIiIqGwebiYiIiIiIiIiIiKhsHGwmIiIiIiIiIiIiorL9f9HR92MjoD1aAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x1440 with 72 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.pairplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### You can also use Seaborn library for visualization like pairplots and correlation heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1828acb9668>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=df[df.columns[:7]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x182881d0780>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = np.corrcoef(df[df.columns[:7]],rowvar=False)\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(data=corr,linewidths=1,annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
